Overview
Brought to you by YData
Dataset statistics
| Number of variables | 49 |
|---|---|
| Number of observations | 1460 |
| Missing cells | 455 |
| Missing cells (%) | 0.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 559.0 KiB |
| Average record size in memory | 392.1 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 31 |
| Boolean | 1 |
1stFlrSF is highly overall correlated with SalePrice and 1 other fields | High correlation |
2ndFlrSF is highly overall correlated with GrLivArea | High correlation |
BldgType is highly overall correlated with MSSubClass | High correlation |
BsmtFinSF1 is highly overall correlated with BsmtUnfSF | High correlation |
BsmtQual is highly overall correlated with Neighborhood and 2 other fields | High correlation |
BsmtUnfSF is highly overall correlated with BsmtFinSF1 | High correlation |
ExterQual is highly overall correlated with OverallQual | High correlation |
Exterior1st is highly overall correlated with Exterior2nd | High correlation |
Exterior2nd is highly overall correlated with Exterior1st | High correlation |
Foundation is highly overall correlated with YearBuilt | High correlation |
GrLivArea is highly overall correlated with 2ndFlrSF and 2 other fields | High correlation |
HalfBath is highly overall correlated with MSSubClass | High correlation |
HouseStyle is highly overall correlated with MSSubClass | High correlation |
LotArea is highly overall correlated with LotFrontage | High correlation |
LotFrontage is highly overall correlated with LotArea and 1 other fields | High correlation |
MSSubClass is highly overall correlated with BldgType and 2 other fields | High correlation |
MSZoning is highly overall correlated with Neighborhood | High correlation |
Neighborhood is highly overall correlated with BsmtQual and 1 other fields | High correlation |
OverallQual is highly overall correlated with BsmtQual and 5 other fields | High correlation |
SalePrice is highly overall correlated with 1stFlrSF and 5 other fields | High correlation |
TotalBsmtSF is highly overall correlated with 1stFlrSF and 1 other fields | High correlation |
Utilities is highly overall correlated with LotFrontage | High correlation |
YearBuilt is highly overall correlated with BsmtQual and 4 other fields | High correlation |
YearRemodAdd is highly overall correlated with OverallQual and 2 other fields | High correlation |
MSZoning is highly imbalanced (56.9%) | Imbalance |
Street is highly imbalanced (96.2%) | Imbalance |
LandContour is highly imbalanced (68.3%) | Imbalance |
Utilities is highly imbalanced (99.2%) | Imbalance |
LandSlope is highly imbalanced (78.8%) | Imbalance |
Condition1 is highly imbalanced (71.7%) | Imbalance |
Condition2 is highly imbalanced (96.4%) | Imbalance |
BldgType is highly imbalanced (59.4%) | Imbalance |
RoofStyle is highly imbalanced (65.1%) | Imbalance |
RoofMatl is highly imbalanced (94.4%) | Imbalance |
ExterCond is highly imbalanced (72.8%) | Imbalance |
BsmtCond is highly imbalanced (75.8%) | Imbalance |
BsmtFinType2 is highly imbalanced (70.1%) | Imbalance |
Heating is highly imbalanced (92.7%) | Imbalance |
CentralAir is highly imbalanced (65.3%) | Imbalance |
Electrical is highly imbalanced (78.2%) | Imbalance |
BsmtHalfBath is highly imbalanced (79.7%) | Imbalance |
LotFrontage has 259 (17.7%) missing values | Missing |
BsmtQual has 37 (2.5%) missing values | Missing |
BsmtCond has 37 (2.5%) missing values | Missing |
BsmtExposure has 38 (2.6%) missing values | Missing |
BsmtFinType1 has 37 (2.5%) missing values | Missing |
BsmtFinType2 has 38 (2.6%) missing values | Missing |
MasVnrArea has 861 (59.0%) zeros | Zeros |
BsmtFinSF1 has 467 (32.0%) zeros | Zeros |
BsmtFinSF2 has 1293 (88.6%) zeros | Zeros |
BsmtUnfSF has 118 (8.1%) zeros | Zeros |
TotalBsmtSF has 37 (2.5%) zeros | Zeros |
2ndFlrSF has 829 (56.8%) zeros | Zeros |
LowQualFinSF has 1434 (98.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-12-18 12:26:20.384121 |
|---|---|
| Analysis finished | 2024-12-18 12:27:41.203595 |
| Duration | 1 minute and 20.82 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
SalePrice
Real number (ℝ)
High correlation 
| Distinct | 663 |
|---|---|
| Distinct (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180921.2 |
| Minimum | 34900 |
|---|---|
| Maximum | 755000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 34900 |
|---|---|
| 5-th percentile | 88000 |
| Q1 | 129975 |
| median | 163000 |
| Q3 | 214000 |
| 95-th percentile | 326100 |
| Maximum | 755000 |
| Range | 720100 |
| Interquartile range (IQR) | 84025 |
Descriptive statistics
| Standard deviation | 79442.503 |
|---|---|
| Coefficient of variation (CV) | 0.43910003 |
| Kurtosis | 6.5362819 |
| Mean | 180921.2 |
| Median Absolute Deviation (MAD) | 38000 |
| Skewness | 1.8828758 |
| Sum | 2.6414495 × 108 |
| Variance | 6.3111113 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 140000 | 20 | 1.4% |
| 135000 | 17 | 1.2% |
| 155000 | 14 | 1.0% |
| 145000 | 14 | 1.0% |
| 190000 | 13 | 0.9% |
| 110000 | 13 | 0.9% |
| 115000 | 12 | 0.8% |
| 160000 | 12 | 0.8% |
| 130000 | 11 | 0.8% |
| 139000 | 11 | 0.8% |
| Other values (653) | 1323 |
| Value | Count | Frequency (%) |
| 34900 | 1 | |
| 35311 | 1 | |
| 37900 | 1 | |
| 39300 | 1 | |
| 40000 | 1 | |
| 52000 | 1 | |
| 52500 | 1 | |
| 55000 | 2 | |
| 55993 | 1 | |
| 58500 | 1 |
| Value | Count | Frequency (%) |
| 755000 | 1 | |
| 745000 | 1 | |
| 625000 | 1 | |
| 611657 | 1 | |
| 582933 | 1 | |
| 556581 | 1 | |
| 555000 | 1 | |
| 538000 | 1 | |
| 501837 | 1 | |
| 485000 | 1 |
MSSubClass
Real number (ℝ)
High correlation 
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.89726 |
| Minimum | 20 |
|---|---|
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 50 |
| Q3 | 70 |
| 95-th percentile | 160 |
| Maximum | 190 |
| Range | 170 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 42.300571 |
|---|---|
| Coefficient of variation (CV) | 0.74345532 |
| Kurtosis | 1.580188 |
| Mean | 56.89726 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 1.4076567 |
| Sum | 83070 |
| Variance | 1789.3383 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 536 | |
| 60 | 299 | |
| 50 | 144 | 9.9% |
| 120 | 87 | 6.0% |
| 30 | 69 | 4.7% |
| 160 | 63 | 4.3% |
| 70 | 60 | 4.1% |
| 80 | 58 | 4.0% |
| 90 | 52 | 3.6% |
| 190 | 30 | 2.1% |
| Other values (5) | 62 | 4.2% |
| Value | Count | Frequency (%) |
| 20 | 536 | |
| 30 | 69 | 4.7% |
| 40 | 4 | 0.3% |
| 45 | 12 | 0.8% |
| 50 | 144 | 9.9% |
| 60 | 299 | |
| 70 | 60 | 4.1% |
| 75 | 16 | 1.1% |
| 80 | 58 | 4.0% |
| 85 | 20 | 1.4% |
| Value | Count | Frequency (%) |
| 190 | 30 | 2.1% |
| 180 | 10 | 0.7% |
| 160 | 63 | 4.3% |
| 120 | 87 | 6.0% |
| 90 | 52 | 3.6% |
| 85 | 20 | 1.4% |
| 80 | 58 | 4.0% |
| 75 | 16 | 1.1% |
| 70 | 60 | 4.1% |
| 60 | 299 |
MSZoning
Categorical
High correlation  Imbalance 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| RL | |
|---|---|
| RM | |
| FV | 65 |
| RH | 16 |
| C (all) | 10 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.0342466 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RL |
|---|---|
| 2nd row | RL |
| 3rd row | RL |
| 4th row | RL |
| 5th row | RL |
Common Values
| Value | Count | Frequency (%) |
| RL | 1151 | |
| RM | 218 | 14.9% |
| FV | 65 | 4.5% |
| RH | 16 | 1.1% |
| C (all) | 10 | 0.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| rl | 1151 | |
| rm | 218 | 14.8% |
| fv | 65 | 4.4% |
| rh | 16 | 1.1% |
| c | 10 | 0.7% |
| all | 10 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.3% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| l | 20 | 0.7% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
| 10 | 0.3% | |
| ( | 10 | 0.3% |
| Other values (2) | 20 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2970 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.3% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| l | 20 | 0.7% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
| 10 | 0.3% | |
| ( | 10 | 0.3% |
| Other values (2) | 20 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2970 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.3% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| l | 20 | 0.7% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
| 10 | 0.3% | |
| ( | 10 | 0.3% |
| Other values (2) | 20 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2970 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.3% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| l | 20 | 0.7% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
| 10 | 0.3% | |
| ( | 10 | 0.3% |
| Other values (2) | 20 | 0.7% |
LotFrontage
Real number (ℝ)
High correlation  Missing 
| Distinct | 110 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 259 |
| Missing (%) | 17.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.049958 |
| Minimum | 21 |
|---|---|
| Maximum | 313 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 59 |
| median | 69 |
| Q3 | 80 |
| 95-th percentile | 107 |
| Maximum | 313 |
| Range | 292 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 24.284752 |
|---|---|
| Coefficient of variation (CV) | 0.3466776 |
| Kurtosis | 17.452867 |
| Mean | 70.049958 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 2.1635691 |
| Sum | 84130 |
| Variance | 589.74917 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60 | 143 | 9.8% |
| 70 | 70 | 4.8% |
| 80 | 69 | 4.7% |
| 50 | 57 | 3.9% |
| 75 | 53 | 3.6% |
| 65 | 44 | 3.0% |
| 85 | 40 | 2.7% |
| 78 | 25 | 1.7% |
| 90 | 23 | 1.6% |
| 21 | 23 | 1.6% |
| Other values (100) | 654 | |
| (Missing) | 259 | 17.7% |
| Value | Count | Frequency (%) |
| 21 | 23 | |
| 24 | 19 | |
| 30 | 6 | 0.4% |
| 32 | 5 | 0.3% |
| 33 | 1 | 0.1% |
| 34 | 10 | |
| 35 | 9 | 0.6% |
| 36 | 6 | 0.4% |
| 37 | 5 | 0.3% |
| 38 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 313 | 2 | |
| 182 | 1 | |
| 174 | 2 | |
| 168 | 1 | |
| 160 | 1 | |
| 153 | 1 | |
| 152 | 1 | |
| 150 | 1 | |
| 149 | 1 | |
| 144 | 1 |
LotArea
Real number (ℝ)
High correlation 
| Distinct | 1073 |
|---|---|
| Distinct (%) | 73.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10516.828 |
| Minimum | 1300 |
|---|---|
| Maximum | 215245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1300 |
|---|---|
| 5-th percentile | 3311.7 |
| Q1 | 7553.5 |
| median | 9478.5 |
| Q3 | 11601.5 |
| 95-th percentile | 17401.15 |
| Maximum | 215245 |
| Range | 213945 |
| Interquartile range (IQR) | 4048 |
Descriptive statistics
| Standard deviation | 9981.2649 |
|---|---|
| Coefficient of variation (CV) | 0.9490756 |
| Kurtosis | 203.24327 |
| Mean | 10516.828 |
| Median Absolute Deviation (MAD) | 1998 |
| Skewness | 12.207688 |
| Sum | 15354569 |
| Variance | 99625650 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7200 | 25 | 1.7% |
| 9600 | 24 | 1.6% |
| 6000 | 17 | 1.2% |
| 9000 | 14 | 1.0% |
| 8400 | 14 | 1.0% |
| 10800 | 14 | 1.0% |
| 1680 | 10 | 0.7% |
| 7500 | 9 | 0.6% |
| 9100 | 8 | 0.5% |
| 8125 | 8 | 0.5% |
| Other values (1063) | 1317 |
| Value | Count | Frequency (%) |
| 1300 | 1 | 0.1% |
| 1477 | 1 | 0.1% |
| 1491 | 1 | 0.1% |
| 1526 | 1 | 0.1% |
| 1533 | 2 | 0.1% |
| 1596 | 1 | 0.1% |
| 1680 | 10 | |
| 1869 | 1 | 0.1% |
| 1890 | 2 | 0.1% |
| 1920 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 215245 | 1 | |
| 164660 | 1 | |
| 159000 | 1 | |
| 115149 | 1 | |
| 70761 | 1 | |
| 63887 | 1 | |
| 57200 | 1 | |
| 53504 | 1 | |
| 53227 | 1 | |
| 53107 | 1 |
Street
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Pave | |
|---|---|
| Grvl | 6 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Pave |
|---|---|
| 2nd row | Pave |
| 3rd row | Pave |
| 4th row | Pave |
| 5th row | Pave |
Common Values
| Value | Count | Frequency (%) |
| Pave | 1454 | |
| Grvl | 6 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| pave | 1454 | |
| grvl | 6 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| v | 1460 | |
| P | 1454 | |
| a | 1454 | |
| e | 1454 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5840 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| v | 1460 | |
| P | 1454 | |
| a | 1454 | |
| e | 1454 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5840 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| v | 1460 | |
| P | 1454 | |
| a | 1454 | |
| e | 1454 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5840 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| v | 1460 | |
| P | 1454 | |
| a | 1454 | |
| e | 1454 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
LotShape
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Reg | |
|---|---|
| IR1 | |
| IR2 | 41 |
| IR3 | 10 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Reg |
|---|---|
| 2nd row | Reg |
| 3rd row | IR1 |
| 4th row | IR1 |
| 5th row | IR1 |
Common Values
| Value | Count | Frequency (%) |
| Reg | 925 | |
| IR1 | 484 | |
| IR2 | 41 | 2.8% |
| IR3 | 10 | 0.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| reg | 925 | |
| ir1 | 484 | |
| ir2 | 41 | 2.8% |
| ir3 | 10 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1460 | |
| e | 925 | |
| g | 925 | |
| I | 535 | 12.2% |
| 1 | 484 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 1460 | |
| e | 925 | |
| g | 925 | |
| I | 535 | 12.2% |
| 1 | 484 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 1460 | |
| e | 925 | |
| g | 925 | |
| I | 535 | 12.2% |
| 1 | 484 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 1460 | |
| e | 925 | |
| g | 925 | |
| I | 535 | 12.2% |
| 1 | 484 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
LandContour
Categorical
Imbalance 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Lvl | |
|---|---|
| Bnk | 63 |
| HLS | 50 |
| Low | 36 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Lvl |
|---|---|
| 2nd row | Lvl |
| 3rd row | Lvl |
| 4th row | Lvl |
| 5th row | Lvl |
Common Values
| Value | Count | Frequency (%) |
| Lvl | 1311 | |
| Bnk | 63 | 4.3% |
| HLS | 50 | 3.4% |
| Low | 36 | 2.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| lvl | 1311 | |
| bnk | 63 | 4.3% |
| hls | 50 | 3.4% |
| low | 36 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 1397 | |
| v | 1311 | |
| l | 1311 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 1397 | |
| v | 1311 | |
| l | 1311 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 1397 | |
| v | 1311 | |
| l | 1311 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 1397 | |
| v | 1311 | |
| l | 1311 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Utilities
Categorical
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| AllPub | |
|---|---|
| NoSeWa | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | AllPub |
|---|---|
| 2nd row | AllPub |
| 3rd row | AllPub |
| 4th row | AllPub |
| 5th row | AllPub |
Common Values
| Value | Count | Frequency (%) |
| AllPub | 1459 | |
| NoSeWa | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| allpub | 1459 | |
| nosewa | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 2918 | |
| A | 1459 | |
| P | 1459 | |
| u | 1459 | |
| b | 1459 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8760 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 2918 | |
| A | 1459 | |
| P | 1459 | |
| u | 1459 | |
| b | 1459 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8760 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 2918 | |
| A | 1459 | |
| P | 1459 | |
| u | 1459 | |
| b | 1459 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8760 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 2918 | |
| A | 1459 | |
| P | 1459 | |
| u | 1459 | |
| b | 1459 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
LotConfig
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Inside | |
|---|---|
| Corner | |
| CulDSac | 94 |
| FR2 | 47 |
| FR3 | 4 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.959589 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Inside |
|---|---|
| 2nd row | FR2 |
| 3rd row | Inside |
| 4th row | Corner |
| 5th row | FR2 |
Common Values
| Value | Count | Frequency (%) |
| Inside | 1052 | |
| Corner | 263 | 18.0% |
| CulDSac | 94 | 6.4% |
| FR2 | 47 | 3.2% |
| FR3 | 4 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| inside | 1052 | |
| corner | 263 | 18.0% |
| culdsac | 94 | 6.4% |
| fr2 | 47 | 3.2% |
| fr3 | 4 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1315 | |
| n | 1315 | |
| I | 1052 | |
| s | 1052 | |
| i | 1052 | |
| d | 1052 | |
| r | 526 | 6.0% |
| C | 357 | 4.1% |
| o | 263 | 3.0% |
| S | 94 | 1.1% |
| Other values (9) | 623 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8701 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1315 | |
| n | 1315 | |
| I | 1052 | |
| s | 1052 | |
| i | 1052 | |
| d | 1052 | |
| r | 526 | 6.0% |
| C | 357 | 4.1% |
| o | 263 | 3.0% |
| S | 94 | 1.1% |
| Other values (9) | 623 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8701 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1315 | |
| n | 1315 | |
| I | 1052 | |
| s | 1052 | |
| i | 1052 | |
| d | 1052 | |
| r | 526 | 6.0% |
| C | 357 | 4.1% |
| o | 263 | 3.0% |
| S | 94 | 1.1% |
| Other values (9) | 623 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8701 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1315 | |
| n | 1315 | |
| I | 1052 | |
| s | 1052 | |
| i | 1052 | |
| d | 1052 | |
| r | 526 | 6.0% |
| C | 357 | 4.1% |
| o | 263 | 3.0% |
| S | 94 | 1.1% |
| Other values (9) | 623 |
LandSlope
Categorical
Imbalance 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Gtl | |
|---|---|
| Mod | 65 |
| Sev | 13 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gtl |
|---|---|
| 2nd row | Gtl |
| 3rd row | Gtl |
| 4th row | Gtl |
| 5th row | Gtl |
Common Values
| Value | Count | Frequency (%) |
| Gtl | 1382 | |
| Mod | 65 | 4.5% |
| Sev | 13 | 0.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| gtl | 1382 | |
| mod | 65 | 4.5% |
| sev | 13 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 1382 | |
| t | 1382 | |
| l | 1382 | |
| M | 65 | 1.5% |
| o | 65 | 1.5% |
| d | 65 | 1.5% |
| S | 13 | 0.3% |
| e | 13 | 0.3% |
| v | 13 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 1382 | |
| t | 1382 | |
| l | 1382 | |
| M | 65 | 1.5% |
| o | 65 | 1.5% |
| d | 65 | 1.5% |
| S | 13 | 0.3% |
| e | 13 | 0.3% |
| v | 13 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 1382 | |
| t | 1382 | |
| l | 1382 | |
| M | 65 | 1.5% |
| o | 65 | 1.5% |
| d | 65 | 1.5% |
| S | 13 | 0.3% |
| e | 13 | 0.3% |
| v | 13 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 1382 | |
| t | 1382 | |
| l | 1382 | |
| M | 65 | 1.5% |
| o | 65 | 1.5% |
| d | 65 | 1.5% |
| S | 13 | 0.3% |
| e | 13 | 0.3% |
| v | 13 | 0.3% |
Neighborhood
Categorical
High correlation 
| Distinct | 25 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| NAmes | |
|---|---|
| CollgCr | |
| OldTown | |
| Edwards | |
| Somerst | |
| Other values (20) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.4945205 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CollgCr |
|---|---|
| 2nd row | Veenker |
| 3rd row | CollgCr |
| 4th row | Crawfor |
| 5th row | NoRidge |
Common Values
| Value | Count | Frequency (%) |
| NAmes | 225 | |
| CollgCr | 150 | 10.3% |
| OldTown | 113 | 7.7% |
| Edwards | 100 | 6.8% |
| Somerst | 86 | 5.9% |
| Gilbert | 79 | 5.4% |
| NridgHt | 77 | 5.3% |
| Sawyer | 74 | 5.1% |
| NWAmes | 73 | 5.0% |
| SawyerW | 59 | 4.0% |
| Other values (15) | 424 |
Length
| Value | Count | Frequency (%) |
| names | 225 | |
| collgcr | 150 | 10.3% |
| oldtown | 113 | 7.7% |
| edwards | 100 | 6.8% |
| somerst | 86 | 5.9% |
| gilbert | 79 | 5.4% |
| nridght | 77 | 5.3% |
| sawyer | 74 | 5.1% |
| nwames | 73 | 5.0% |
| sawyerw | 59 | 4.0% |
| Other values (15) | 424 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 931 | 9.8% |
| e | 905 | 9.5% |
| l | 622 | 6.6% |
| d | 506 | 5.3% |
| s | 486 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 414 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3864 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9482 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 931 | 9.8% |
| e | 905 | 9.5% |
| l | 622 | 6.6% |
| d | 506 | 5.3% |
| s | 486 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 414 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3864 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9482 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 931 | 9.8% |
| e | 905 | 9.5% |
| l | 622 | 6.6% |
| d | 506 | 5.3% |
| s | 486 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 414 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3864 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9482 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 931 | 9.8% |
| e | 905 | 9.5% |
| l | 622 | 6.6% |
| d | 506 | 5.3% |
| s | 486 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 414 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3864 |
Condition1
Categorical
Imbalance 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Norm | |
|---|---|
| Feedr | 81 |
| Artery | 48 |
| RRAn | 26 |
| PosN | 19 |
| Other values (4) | 26 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.1212329 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Norm |
|---|---|
| 2nd row | Feedr |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 1260 | |
| Feedr | 81 | 5.5% |
| Artery | 48 | 3.3% |
| RRAn | 26 | 1.8% |
| PosN | 19 | 1.3% |
| RRAe | 11 | 0.8% |
| PosA | 8 | 0.5% |
| RRNn | 5 | 0.3% |
| RRNe | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 1260 | |
| feedr | 81 | 5.5% |
| artery | 48 | 3.3% |
| rran | 26 | 1.8% |
| posn | 19 | 1.3% |
| rrae | 11 | 0.8% |
| posa | 8 | 0.5% |
| rrnn | 5 | 0.3% |
| rrne | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1437 | |
| o | 1287 | |
| N | 1286 | |
| m | 1260 | |
| e | 223 | 3.7% |
| A | 93 | 1.5% |
| R | 88 | 1.5% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
| t | 48 | 0.8% |
| Other values (4) | 133 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6017 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1437 | |
| o | 1287 | |
| N | 1286 | |
| m | 1260 | |
| e | 223 | 3.7% |
| A | 93 | 1.5% |
| R | 88 | 1.5% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
| t | 48 | 0.8% |
| Other values (4) | 133 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6017 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1437 | |
| o | 1287 | |
| N | 1286 | |
| m | 1260 | |
| e | 223 | 3.7% |
| A | 93 | 1.5% |
| R | 88 | 1.5% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
| t | 48 | 0.8% |
| Other values (4) | 133 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6017 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1437 | |
| o | 1287 | |
| N | 1286 | |
| m | 1260 | |
| e | 223 | 3.7% |
| A | 93 | 1.5% |
| R | 88 | 1.5% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
| t | 48 | 0.8% |
| Other values (4) | 133 | 2.2% |
Condition2
Categorical
Imbalance 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Norm | |
|---|---|
| Feedr | 6 |
| Artery | 2 |
| RRNn | 2 |
| PosN | 2 |
| Other values (3) | 3 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.0068493 |
| Min length | 4 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Norm |
|---|---|
| 2nd row | Norm |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 1445 | |
| Feedr | 6 | 0.4% |
| Artery | 2 | 0.1% |
| RRNn | 2 | 0.1% |
| PosN | 2 | 0.1% |
| PosA | 1 | 0.1% |
| RRAn | 1 | 0.1% |
| RRAe | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 1445 | |
| feedr | 6 | 0.4% |
| artery | 2 | 0.1% |
| rrnn | 2 | 0.1% |
| posn | 2 | 0.1% |
| posa | 1 | 0.1% |
| rran | 1 | 0.1% |
| rrae | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1455 | |
| N | 1449 | |
| o | 1448 | |
| m | 1445 | |
| e | 15 | 0.3% |
| R | 8 | 0.1% |
| F | 6 | 0.1% |
| d | 6 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5850 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1455 | |
| N | 1449 | |
| o | 1448 | |
| m | 1445 | |
| e | 15 | 0.3% |
| R | 8 | 0.1% |
| F | 6 | 0.1% |
| d | 6 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5850 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1455 | |
| N | 1449 | |
| o | 1448 | |
| m | 1445 | |
| e | 15 | 0.3% |
| R | 8 | 0.1% |
| F | 6 | 0.1% |
| d | 6 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5850 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1455 | |
| N | 1449 | |
| o | 1448 | |
| m | 1445 | |
| e | 15 | 0.3% |
| R | 8 | 0.1% |
| F | 6 | 0.1% |
| d | 6 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
BldgType
Categorical
High correlation  Imbalance 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1Fam | |
|---|---|
| TwnhsE | 114 |
| Duplex | 52 |
| Twnhs | 43 |
| 2fmCon | 31 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.2993151 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1Fam |
|---|---|
| 2nd row | 1Fam |
| 3rd row | 1Fam |
| 4th row | 1Fam |
| 5th row | 1Fam |
Common Values
| Value | Count | Frequency (%) |
| 1Fam | 1220 | |
| TwnhsE | 114 | 7.8% |
| Duplex | 52 | 3.6% |
| Twnhs | 43 | 2.9% |
| 2fmCon | 31 | 2.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1fam | 1220 | |
| twnhse | 114 | 7.8% |
| duplex | 52 | 3.6% |
| twnhs | 43 | 2.9% |
| 2fmcon | 31 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 1251 | |
| 1 | 1220 | |
| a | 1220 | |
| F | 1220 | |
| n | 188 | 3.0% |
| T | 157 | 2.5% |
| w | 157 | 2.5% |
| h | 157 | 2.5% |
| s | 157 | 2.5% |
| E | 114 | 1.8% |
| Other values (10) | 436 | 6.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6277 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| m | 1251 | |
| 1 | 1220 | |
| a | 1220 | |
| F | 1220 | |
| n | 188 | 3.0% |
| T | 157 | 2.5% |
| w | 157 | 2.5% |
| h | 157 | 2.5% |
| s | 157 | 2.5% |
| E | 114 | 1.8% |
| Other values (10) | 436 | 6.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6277 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| m | 1251 | |
| 1 | 1220 | |
| a | 1220 | |
| F | 1220 | |
| n | 188 | 3.0% |
| T | 157 | 2.5% |
| w | 157 | 2.5% |
| h | 157 | 2.5% |
| s | 157 | 2.5% |
| E | 114 | 1.8% |
| Other values (10) | 436 | 6.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6277 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| m | 1251 | |
| 1 | 1220 | |
| a | 1220 | |
| F | 1220 | |
| n | 188 | 3.0% |
| T | 157 | 2.5% |
| w | 157 | 2.5% |
| h | 157 | 2.5% |
| s | 157 | 2.5% |
| E | 114 | 1.8% |
| Other values (10) | 436 | 6.9% |
HouseStyle
Categorical
High correlation 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1Story | |
|---|---|
| 2Story | |
| 1.5Fin | |
| SLvl | 65 |
| SFoyer | 37 |
| Other values (3) | 33 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.9109589 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2Story |
|---|---|
| 2nd row | 1Story |
| 3rd row | 2Story |
| 4th row | 2Story |
| 5th row | 2Story |
Common Values
| Value | Count | Frequency (%) |
| 1Story | 726 | |
| 2Story | 445 | |
| 1.5Fin | 154 | 10.5% |
| SLvl | 65 | 4.5% |
| SFoyer | 37 | 2.5% |
| 1.5Unf | 14 | 1.0% |
| 2.5Unf | 11 | 0.8% |
| 2.5Fin | 8 | 0.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1story | 726 | |
| 2story | 445 | |
| 1.5fin | 154 | 10.5% |
| slvl | 65 | 4.5% |
| sfoyer | 37 | 2.5% |
| 1.5unf | 14 | 1.0% |
| 2.5unf | 11 | 0.8% |
| 2.5fin | 8 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1273 | |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| 1 | 894 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8630 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 1273 | |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| 1 | 894 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8630 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 1273 | |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| 1 | 894 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8630 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 1273 | |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| 1 | 894 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
OverallQual
Real number (ℝ)
High correlation 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0993151 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3829965 |
|---|---|
| Coefficient of variation (CV) | 0.22674621 |
| Kurtosis | 0.096292778 |
| Mean | 6.0993151 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.21694393 |
| Sum | 8905 |
| Variance | 1.9126794 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 397 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 4 | 116 | 7.9% |
| 9 | 43 | 2.9% |
| 3 | 20 | 1.4% |
| 10 | 18 | 1.2% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.1% |
| 2 | 3 | 0.2% |
| 3 | 20 | 1.4% |
| 4 | 116 | 7.9% |
| 5 | 397 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 9 | 43 | 2.9% |
| 10 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 10 | 18 | 1.2% |
| 9 | 43 | 2.9% |
| 8 | 168 | |
| 7 | 319 | |
| 6 | 374 | |
| 5 | 397 | |
| 4 | 116 | 7.9% |
| 3 | 20 | 1.4% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
OverallCond
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5753425 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1127993 |
|---|---|
| Coefficient of variation (CV) | 0.199593 |
| Kurtosis | 1.1064135 |
| Mean | 5.5753425 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.69306747 |
| Sum | 8140 |
| Variance | 1.2383224 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 821 | |
| 6 | 252 | 17.3% |
| 7 | 205 | 14.0% |
| 8 | 72 | 4.9% |
| 4 | 57 | 3.9% |
| 3 | 25 | 1.7% |
| 9 | 22 | 1.5% |
| 2 | 5 | 0.3% |
| 1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 2 | 5 | 0.3% |
| 3 | 25 | 1.7% |
| 4 | 57 | 3.9% |
| 5 | 821 | |
| 6 | 252 | 17.3% |
| 7 | 205 | 14.0% |
| 8 | 72 | 4.9% |
| 9 | 22 | 1.5% |
| Value | Count | Frequency (%) |
| 9 | 22 | 1.5% |
| 8 | 72 | 4.9% |
| 7 | 205 | 14.0% |
| 6 | 252 | 17.3% |
| 5 | 821 | |
| 4 | 57 | 3.9% |
| 3 | 25 | 1.7% |
| 2 | 5 | 0.3% |
| 1 | 1 | 0.1% |
YearBuilt
Real number (ℝ)
High correlation 
| Distinct | 112 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.2678 |
| Minimum | 1872 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1872 |
|---|---|
| 5-th percentile | 1916 |
| Q1 | 1954 |
| median | 1973 |
| Q3 | 2000 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 138 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 30.202904 |
|---|---|
| Coefficient of variation (CV) | 0.015321563 |
| Kurtosis | -0.43955194 |
| Mean | 1971.2678 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.61346117 |
| Sum | 2878051 |
| Variance | 912.21541 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2006 | 67 | 4.6% |
| 2005 | 64 | 4.4% |
| 2004 | 54 | 3.7% |
| 2007 | 49 | 3.4% |
| 2003 | 45 | 3.1% |
| 1976 | 33 | 2.3% |
| 1977 | 32 | 2.2% |
| 1920 | 30 | 2.1% |
| 1959 | 26 | 1.8% |
| 1998 | 25 | 1.7% |
| Other values (102) | 1035 |
| Value | Count | Frequency (%) |
| 1872 | 1 | 0.1% |
| 1875 | 1 | 0.1% |
| 1880 | 4 | 0.3% |
| 1882 | 1 | 0.1% |
| 1885 | 2 | 0.1% |
| 1890 | 2 | 0.1% |
| 1892 | 2 | 0.1% |
| 1893 | 1 | 0.1% |
| 1898 | 1 | 0.1% |
| 1900 | 10 |
| Value | Count | Frequency (%) |
| 2010 | 1 | 0.1% |
| 2009 | 18 | 1.2% |
| 2008 | 23 | 1.6% |
| 2007 | 49 | |
| 2006 | 67 | |
| 2005 | 64 | |
| 2004 | 54 | |
| 2003 | 45 | |
| 2002 | 23 | 1.6% |
| 2001 | 20 | 1.4% |
YearRemodAdd
Real number (ℝ)
High correlation 
| Distinct | 61 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1984.8658 |
| Minimum | 1950 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1967 |
| median | 1994 |
| Q3 | 2004 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 60 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 20.645407 |
|---|---|
| Coefficient of variation (CV) | 0.010401412 |
| Kurtosis | -1.2722452 |
| Mean | 1984.8658 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.503562 |
| Sum | 2897904 |
| Variance | 426.23282 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1950 | 178 | 12.2% |
| 2006 | 97 | 6.6% |
| 2007 | 76 | 5.2% |
| 2005 | 73 | 5.0% |
| 2004 | 62 | 4.2% |
| 2000 | 55 | 3.8% |
| 2003 | 51 | 3.5% |
| 2002 | 48 | 3.3% |
| 2008 | 40 | 2.7% |
| 1996 | 36 | 2.5% |
| Other values (51) | 744 |
| Value | Count | Frequency (%) |
| 1950 | 178 | |
| 1951 | 4 | 0.3% |
| 1952 | 5 | 0.3% |
| 1953 | 10 | 0.7% |
| 1954 | 14 | 1.0% |
| 1955 | 9 | 0.6% |
| 1956 | 10 | 0.7% |
| 1957 | 9 | 0.6% |
| 1958 | 15 | 1.0% |
| 1959 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 2010 | 6 | 0.4% |
| 2009 | 23 | 1.6% |
| 2008 | 40 | |
| 2007 | 76 | |
| 2006 | 97 | |
| 2005 | 73 | |
| 2004 | 62 | |
| 2003 | 51 | |
| 2002 | 48 | |
| 2001 | 21 | 1.4% |
RoofStyle
Categorical
Imbalance 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Gable | |
|---|---|
| Hip | |
| Flat | 13 |
| Gambrel | 11 |
| Mansard | 7 |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 4.6226027 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gable |
|---|---|
| 2nd row | Gable |
| 3rd row | Gable |
| 4th row | Gable |
| 5th row | Gable |
Common Values
| Value | Count | Frequency (%) |
| Gable | 1141 | |
| Hip | 286 | 19.6% |
| Flat | 13 | 0.9% |
| Gambrel | 11 | 0.8% |
| Mansard | 7 | 0.5% |
| Shed | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| gable | 1141 | |
| hip | 286 | 19.6% |
| flat | 13 | 0.9% |
| gambrel | 11 | 0.8% |
| mansard | 7 | 0.5% |
| shed | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1179 | |
| l | 1165 | |
| e | 1154 | |
| G | 1152 | |
| b | 1152 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6749 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1179 | |
| l | 1165 | |
| e | 1154 | |
| G | 1152 | |
| b | 1152 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6749 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1179 | |
| l | 1165 | |
| e | 1154 | |
| G | 1152 | |
| b | 1152 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6749 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1179 | |
| l | 1165 | |
| e | 1154 | |
| G | 1152 | |
| b | 1152 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
RoofMatl
Categorical
Imbalance 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| CompShg | |
|---|---|
| Tar&Grv | 11 |
| WdShngl | 6 |
| WdShake | 5 |
| Metal | 1 |
| Other values (3) | 3 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9965753 |
| Min length | 4 |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | CompShg |
|---|---|
| 2nd row | CompShg |
| 3rd row | CompShg |
| 4th row | CompShg |
| 5th row | CompShg |
Common Values
| Value | Count | Frequency (%) |
| CompShg | 1434 | |
| Tar&Grv | 11 | 0.8% |
| WdShngl | 6 | 0.4% |
| WdShake | 5 | 0.3% |
| Metal | 1 | 0.1% |
| Membran | 1 | 0.1% |
| Roll | 1 | 0.1% |
| ClyTile | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| compshg | 1434 | |
| tar&grv | 11 | 0.8% |
| wdshngl | 6 | 0.4% |
| wdshake | 5 | 0.3% |
| metal | 1 | 0.1% |
| membran | 1 | 0.1% |
| roll | 1 | 0.1% |
| clytile | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1445 | |
| h | 1445 | |
| g | 1440 | |
| C | 1435 | |
| m | 1435 | |
| o | 1435 | |
| p | 1434 | |
| r | 23 | 0.2% |
| a | 18 | 0.2% |
| T | 12 | 0.1% |
| Other values (15) | 93 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 1445 | |
| h | 1445 | |
| g | 1440 | |
| C | 1435 | |
| m | 1435 | |
| o | 1435 | |
| p | 1434 | |
| r | 23 | 0.2% |
| a | 18 | 0.2% |
| T | 12 | 0.1% |
| Other values (15) | 93 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 1445 | |
| h | 1445 | |
| g | 1440 | |
| C | 1435 | |
| m | 1435 | |
| o | 1435 | |
| p | 1434 | |
| r | 23 | 0.2% |
| a | 18 | 0.2% |
| T | 12 | 0.1% |
| Other values (15) | 93 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 1445 | |
| h | 1445 | |
| g | 1440 | |
| C | 1435 | |
| m | 1435 | |
| o | 1435 | |
| p | 1434 | |
| r | 23 | 0.2% |
| a | 18 | 0.2% |
| T | 12 | 0.1% |
| Other values (15) | 93 | 0.9% |
Exterior1st
Categorical
High correlation 
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| VinylSd | |
|---|---|
| HdBoard | |
| MetalSd | |
| Wd Sdng | |
| Plywood | |
| Other values (10) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9794521 |
| Min length | 5 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | VinylSd |
|---|---|
| 2nd row | MetalSd |
| 3rd row | VinylSd |
| 4th row | Wd Sdng |
| 5th row | VinylSd |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 515 | |
| HdBoard | 222 | |
| MetalSd | 220 | |
| Wd Sdng | 206 | 14.1% |
| Plywood | 108 | 7.4% |
| CemntBd | 61 | 4.2% |
| BrkFace | 50 | 3.4% |
| WdShing | 26 | 1.8% |
| Stucco | 25 | 1.7% |
| AsbShng | 20 | 1.4% |
| Other values (5) | 7 | 0.5% |
Length
| Value | Count | Frequency (%) |
| vinylsd | 515 | |
| hdboard | 222 | |
| metalsd | 220 | |
| wd | 206 | 12.4% |
| sdng | 206 | 12.4% |
| plywood | 108 | 6.5% |
| cemntbd | 61 | 3.7% |
| brkface | 50 | 3.0% |
| wdshing | 26 | 1.6% |
| stucco | 25 | 1.5% |
| Other values (6) | 27 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1786 | |
| S | 1016 | 10.0% |
| l | 844 | 8.3% |
| n | 831 | 8.2% |
| y | 623 | 6.1% |
| i | 541 | 5.3% |
| V | 515 | 5.1% |
| a | 492 | 4.8% |
| o | 468 | 4.6% |
| B | 336 | 3.3% |
| Other values (22) | 2738 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10190 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1786 | |
| S | 1016 | 10.0% |
| l | 844 | 8.3% |
| n | 831 | 8.2% |
| y | 623 | 6.1% |
| i | 541 | 5.3% |
| V | 515 | 5.1% |
| a | 492 | 4.8% |
| o | 468 | 4.6% |
| B | 336 | 3.3% |
| Other values (22) | 2738 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10190 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1786 | |
| S | 1016 | 10.0% |
| l | 844 | 8.3% |
| n | 831 | 8.2% |
| y | 623 | 6.1% |
| i | 541 | 5.3% |
| V | 515 | 5.1% |
| a | 492 | 4.8% |
| o | 468 | 4.6% |
| B | 336 | 3.3% |
| Other values (22) | 2738 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10190 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1786 | |
| S | 1016 | 10.0% |
| l | 844 | 8.3% |
| n | 831 | 8.2% |
| y | 623 | 6.1% |
| i | 541 | 5.3% |
| V | 515 | 5.1% |
| a | 492 | 4.8% |
| o | 468 | 4.6% |
| B | 336 | 3.3% |
| Other values (22) | 2738 |
Exterior2nd
Categorical
High correlation 
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Wd Sdng | |
| Plywood | |
| Other values (11) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9732877 |
| Min length | 5 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | VinylSd |
|---|---|
| 2nd row | MetalSd |
| 3rd row | VinylSd |
| 4th row | Wd Shng |
| 5th row | VinylSd |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 504 | |
| MetalSd | 214 | |
| HdBoard | 207 | |
| Wd Sdng | 197 | 13.5% |
| Plywood | 142 | 9.7% |
| CmentBd | 60 | 4.1% |
| Wd Shng | 38 | 2.6% |
| Stucco | 26 | 1.8% |
| BrkFace | 25 | 1.7% |
| AsbShng | 20 | 1.4% |
| Other values (6) | 27 | 1.8% |
Length
| Value | Count | Frequency (%) |
| vinylsd | 504 | |
| wd | 235 | |
| metalsd | 214 | |
| hdboard | 207 | |
| sdng | 197 | 11.6% |
| plywood | 142 | 8.3% |
| cmentbd | 60 | 3.5% |
| shng | 38 | 2.2% |
| stucco | 26 | 1.5% |
| brkface | 25 | 1.5% |
| Other values (8) | 54 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1017 | 10.0% |
| l | 861 | 8.5% |
| n | 834 | 8.2% |
| y | 646 | 6.3% |
| o | 523 | 5.1% |
| V | 504 | 5.0% |
| i | 504 | 5.0% |
| a | 446 | 4.4% |
| t | 316 | 3.1% |
| Other values (23) | 2764 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10181 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1017 | 10.0% |
| l | 861 | 8.5% |
| n | 834 | 8.2% |
| y | 646 | 6.3% |
| o | 523 | 5.1% |
| V | 504 | 5.0% |
| i | 504 | 5.0% |
| a | 446 | 4.4% |
| t | 316 | 3.1% |
| Other values (23) | 2764 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10181 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1017 | 10.0% |
| l | 861 | 8.5% |
| n | 834 | 8.2% |
| y | 646 | 6.3% |
| o | 523 | 5.1% |
| V | 504 | 5.0% |
| i | 504 | 5.0% |
| a | 446 | 4.4% |
| t | 316 | 3.1% |
| Other values (23) | 2764 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10181 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1017 | 10.0% |
| l | 861 | 8.5% |
| n | 834 | 8.2% |
| y | 646 | 6.3% |
| o | 523 | 5.1% |
| V | 504 | 5.0% |
| i | 504 | 5.0% |
| a | 446 | 4.4% |
| t | 316 | 3.1% |
| Other values (23) | 2764 |
MasVnrArea
Real number (ℝ)
Zeros 
| Distinct | 327 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 8 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103.68526 |
| Minimum | 0 |
|---|---|
| Maximum | 1600 |
| Zeros | 861 |
| Zeros (%) | 59.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 166 |
| 95-th percentile | 456 |
| Maximum | 1600 |
| Range | 1600 |
| Interquartile range (IQR) | 166 |
Descriptive statistics
| Standard deviation | 181.06621 |
|---|---|
| Coefficient of variation (CV) | 1.7463061 |
| Kurtosis | 10.082417 |
| Mean | 103.68526 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.6690842 |
| Sum | 150551 |
| Variance | 32784.971 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 72 | 8 | 0.5% |
| 108 | 8 | 0.5% |
| 180 | 8 | 0.5% |
| 120 | 7 | 0.5% |
| 16 | 7 | 0.5% |
| 340 | 6 | 0.4% |
| 106 | 6 | 0.4% |
| 80 | 6 | 0.4% |
| 200 | 6 | 0.4% |
| Other values (317) | 529 | |
| (Missing) | 8 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 1 | 2 | 0.1% |
| 11 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 16 | 7 | 0.5% |
| 18 | 2 | 0.1% |
| 22 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1600 | 1 | |
| 1378 | 1 | |
| 1170 | 1 | |
| 1129 | 1 | |
| 1115 | 1 | |
| 1047 | 1 | |
| 1031 | 1 | |
| 975 | 1 | |
| 922 | 1 | |
| 921 | 1 |
ExterQual
Categorical
High correlation 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | 52 |
| Fa | 14 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 906 | |
| Gd | 488 | |
| Ex | 52 | 3.6% |
| Fa | 14 | 1.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 906 | |
| gd | 488 | |
| ex | 52 | 3.6% |
| fa | 14 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| d | 488 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| d | 488 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| d | 488 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| d | 488 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
ExterCond
Categorical
Imbalance 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Fa | 28 |
| Ex | 3 |
| Po | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1282 | |
| Gd | 146 | 10.0% |
| Fa | 28 | 1.9% |
| Ex | 3 | 0.2% |
| Po | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1282 | |
| gd | 146 | 10.0% |
| fa | 28 | 1.9% |
| ex | 3 | 0.2% |
| po | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1282 | |
| A | 1282 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1282 | |
| A | 1282 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1282 | |
| A | 1282 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1282 | |
| A | 1282 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Foundation
Categorical
High correlation 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| PConc | |
|---|---|
| CBlock | |
| BrkTil | |
| Slab | 24 |
| Stone | 6 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.5157534 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PConc |
|---|---|
| 2nd row | CBlock |
| 3rd row | PConc |
| 4th row | BrkTil |
| 5th row | PConc |
Common Values
| Value | Count | Frequency (%) |
| PConc | 647 | |
| CBlock | 634 | |
| BrkTil | 146 | 10.0% |
| Slab | 24 | 1.6% |
| Stone | 6 | 0.4% |
| Wood | 3 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| pconc | 647 | |
| cblock | 634 | |
| brktil | 146 | 10.0% |
| slab | 24 | 1.6% |
| stone | 6 | 0.4% |
| wood | 3 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1293 | |
| C | 1281 | |
| c | 1281 | |
| l | 804 | |
| B | 780 | |
| k | 780 | |
| n | 653 | |
| P | 647 | |
| i | 146 | 1.8% |
| T | 146 | 1.8% |
| Other values (8) | 242 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8053 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 1293 | |
| C | 1281 | |
| c | 1281 | |
| l | 804 | |
| B | 780 | |
| k | 780 | |
| n | 653 | |
| P | 647 | |
| i | 146 | 1.8% |
| T | 146 | 1.8% |
| Other values (8) | 242 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8053 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 1293 | |
| C | 1281 | |
| c | 1281 | |
| l | 804 | |
| B | 780 | |
| k | 780 | |
| n | 653 | |
| P | 647 | |
| i | 146 | 1.8% |
| T | 146 | 1.8% |
| Other values (8) | 242 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8053 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 1293 | |
| C | 1281 | |
| c | 1281 | |
| l | 804 | |
| B | 780 | |
| k | 780 | |
| n | 653 | |
| P | 647 | |
| i | 146 | 1.8% |
| T | 146 | 1.8% |
| Other values (8) | 242 | 3.0% |
BsmtQual
Categorical
High correlation  Missing 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 37 |
| Missing (%) | 2.5% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 35 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | Gd |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 649 | |
| Gd | 618 | |
| Ex | 121 | 8.3% |
| Fa | 35 | 2.4% |
| (Missing) | 37 | 2.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 649 | |
| gd | 618 | |
| ex | 121 | 8.5% |
| fa | 35 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.3% |
| x | 121 | 4.3% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2846 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.3% |
| x | 121 | 4.3% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2846 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.3% |
| x | 121 | 4.3% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2846 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.3% |
| x | 121 | 4.3% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
BsmtCond
Categorical
Imbalance  Missing 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 37 |
| Missing (%) | 2.5% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | 65 |
| Fa | 45 |
| Po | 2 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | Gd |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1311 | |
| Gd | 65 | 4.5% |
| Fa | 45 | 3.1% |
| Po | 2 | 0.1% |
| (Missing) | 37 | 2.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1311 | |
| gd | 65 | 4.6% |
| fa | 45 | 3.2% |
| po | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1311 | |
| A | 1311 | |
| G | 65 | 2.3% |
| d | 65 | 2.3% |
| F | 45 | 1.6% |
| a | 45 | 1.6% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2846 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1311 | |
| A | 1311 | |
| G | 65 | 2.3% |
| d | 65 | 2.3% |
| F | 45 | 1.6% |
| a | 45 | 1.6% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2846 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1311 | |
| A | 1311 | |
| G | 65 | 2.3% |
| d | 65 | 2.3% |
| F | 45 | 1.6% |
| a | 45 | 1.6% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2846 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1311 | |
| A | 1311 | |
| G | 65 | 2.3% |
| d | 65 | 2.3% |
| F | 45 | 1.6% |
| a | 45 | 1.6% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
BsmtExposure
Categorical
Missing 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 38 |
| Missing (%) | 2.6% |
| Memory size | 11.5 KiB |
| No | |
|---|---|
| Av | |
| Gd | |
| Mn |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | Gd |
| 3rd row | Mn |
| 4th row | No |
| 5th row | Av |
Common Values
| Value | Count | Frequency (%) |
| No | 953 | |
| Av | 221 | 15.1% |
| Gd | 134 | 9.2% |
| Mn | 114 | 7.8% |
| (Missing) | 38 | 2.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 953 | |
| av | 221 | 15.5% |
| gd | 134 | 9.4% |
| mn | 114 | 8.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2844 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2844 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2844 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
BsmtFinType1
Categorical
Missing 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 37 |
| Missing (%) | 2.5% |
| Memory size | 11.5 KiB |
| Unf | |
|---|---|
| GLQ | |
| ALQ | |
| BLQ | |
| Rec |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | GLQ |
|---|---|
| 2nd row | ALQ |
| 3rd row | GLQ |
| 4th row | ALQ |
| 5th row | GLQ |
Common Values
| Value | Count | Frequency (%) |
| Unf | 430 | |
| GLQ | 418 | |
| ALQ | 220 | |
| BLQ | 148 | 10.1% |
| Rec | 133 | 9.1% |
| LwQ | 74 | 5.1% |
| (Missing) | 37 | 2.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 430 | |
| glq | 418 | |
| alq | 220 | |
| blq | 148 | 10.4% |
| rec | 133 | 9.3% |
| lwq | 74 | 5.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 860 | |
| Q | 860 | |
| U | 430 | |
| n | 430 | |
| f | 430 | |
| G | 418 | |
| A | 220 | 5.2% |
| B | 148 | 3.5% |
| R | 133 | 3.1% |
| e | 133 | 3.1% |
| Other values (2) | 207 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4269 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 860 | |
| Q | 860 | |
| U | 430 | |
| n | 430 | |
| f | 430 | |
| G | 418 | |
| A | 220 | 5.2% |
| B | 148 | 3.5% |
| R | 133 | 3.1% |
| e | 133 | 3.1% |
| Other values (2) | 207 | 4.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4269 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 860 | |
| Q | 860 | |
| U | 430 | |
| n | 430 | |
| f | 430 | |
| G | 418 | |
| A | 220 | 5.2% |
| B | 148 | 3.5% |
| R | 133 | 3.1% |
| e | 133 | 3.1% |
| Other values (2) | 207 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4269 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 860 | |
| Q | 860 | |
| U | 430 | |
| n | 430 | |
| f | 430 | |
| G | 418 | |
| A | 220 | 5.2% |
| B | 148 | 3.5% |
| R | 133 | 3.1% |
| e | 133 | 3.1% |
| Other values (2) | 207 | 4.8% |
BsmtFinSF1
Real number (ℝ)
High correlation  Zeros 
| Distinct | 637 |
|---|---|
| Distinct (%) | 43.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 443.63973 |
| Minimum | 0 |
|---|---|
| Maximum | 5644 |
| Zeros | 467 |
| Zeros (%) | 32.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 383.5 |
| Q3 | 712.25 |
| 95-th percentile | 1274 |
| Maximum | 5644 |
| Range | 5644 |
| Interquartile range (IQR) | 712.25 |
Descriptive statistics
| Standard deviation | 456.09809 |
|---|---|
| Coefficient of variation (CV) | 1.0280822 |
| Kurtosis | 11.118236 |
| Mean | 443.63973 |
| Median Absolute Deviation (MAD) | 383.5 |
| Skewness | 1.6855031 |
| Sum | 647714 |
| Variance | 208025.47 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 467 | |
| 24 | 12 | 0.8% |
| 16 | 9 | 0.6% |
| 686 | 5 | 0.3% |
| 662 | 5 | 0.3% |
| 20 | 5 | 0.3% |
| 936 | 5 | 0.3% |
| 616 | 5 | 0.3% |
| 560 | 4 | 0.3% |
| 553 | 4 | 0.3% |
| Other values (627) | 939 |
| Value | Count | Frequency (%) |
| 0 | 467 | |
| 2 | 1 | 0.1% |
| 16 | 9 | 0.6% |
| 20 | 5 | 0.3% |
| 24 | 12 | 0.8% |
| 25 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 3 | 0.2% |
| 33 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5644 | 1 | |
| 2260 | 1 | |
| 2188 | 1 | |
| 2096 | 1 | |
| 1904 | 1 | |
| 1880 | 1 | |
| 1810 | 1 | |
| 1767 | 1 | |
| 1721 | 1 | |
| 1696 | 1 |
BsmtFinType2
Categorical
Imbalance  Missing 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 38 |
| Missing (%) | 2.6% |
| Memory size | 11.5 KiB |
| Unf | |
|---|---|
| Rec | 54 |
| LwQ | 46 |
| BLQ | 33 |
| ALQ | 19 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Unf |
|---|---|
| 2nd row | Unf |
| 3rd row | Unf |
| 4th row | Unf |
| 5th row | Unf |
Common Values
| Value | Count | Frequency (%) |
| Unf | 1256 | |
| Rec | 54 | 3.7% |
| LwQ | 46 | 3.2% |
| BLQ | 33 | 2.3% |
| ALQ | 19 | 1.3% |
| GLQ | 14 | 1.0% |
| (Missing) | 38 | 2.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 1256 | |
| rec | 54 | 3.8% |
| lwq | 46 | 3.2% |
| blq | 33 | 2.3% |
| alq | 19 | 1.3% |
| glq | 14 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| U | 1256 | |
| n | 1256 | |
| f | 1256 | |
| L | 112 | 2.6% |
| Q | 112 | 2.6% |
| R | 54 | 1.3% |
| e | 54 | 1.3% |
| c | 54 | 1.3% |
| w | 46 | 1.1% |
| B | 33 | 0.8% |
| Other values (2) | 33 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4266 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| U | 1256 | |
| n | 1256 | |
| f | 1256 | |
| L | 112 | 2.6% |
| Q | 112 | 2.6% |
| R | 54 | 1.3% |
| e | 54 | 1.3% |
| c | 54 | 1.3% |
| w | 46 | 1.1% |
| B | 33 | 0.8% |
| Other values (2) | 33 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4266 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| U | 1256 | |
| n | 1256 | |
| f | 1256 | |
| L | 112 | 2.6% |
| Q | 112 | 2.6% |
| R | 54 | 1.3% |
| e | 54 | 1.3% |
| c | 54 | 1.3% |
| w | 46 | 1.1% |
| B | 33 | 0.8% |
| Other values (2) | 33 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4266 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| U | 1256 | |
| n | 1256 | |
| f | 1256 | |
| L | 112 | 2.6% |
| Q | 112 | 2.6% |
| R | 54 | 1.3% |
| e | 54 | 1.3% |
| c | 54 | 1.3% |
| w | 46 | 1.1% |
| B | 33 | 0.8% |
| Other values (2) | 33 | 0.8% |
BsmtFinSF2
Real number (ℝ)
Zeros 
| Distinct | 144 |
|---|---|
| Distinct (%) | 9.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.549315 |
| Minimum | 0 |
|---|---|
| Maximum | 1474 |
| Zeros | 1293 |
| Zeros (%) | 88.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 396.2 |
| Maximum | 1474 |
| Range | 1474 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 161.31927 |
|---|---|
| Coefficient of variation (CV) | 3.4655563 |
| Kurtosis | 20.113338 |
| Mean | 46.549315 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.2552611 |
| Sum | 67962 |
| Variance | 26023.908 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1293 | |
| 180 | 5 | 0.3% |
| 374 | 3 | 0.2% |
| 551 | 2 | 0.1% |
| 147 | 2 | 0.1% |
| 294 | 2 | 0.1% |
| 391 | 2 | 0.1% |
| 539 | 2 | 0.1% |
| 96 | 2 | 0.1% |
| 480 | 2 | 0.1% |
| Other values (134) | 145 | 9.9% |
| Value | Count | Frequency (%) |
| 0 | 1293 | |
| 28 | 1 | 0.1% |
| 32 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 41 | 2 | 0.1% |
| 64 | 2 | 0.1% |
| 68 | 1 | 0.1% |
| 80 | 1 | 0.1% |
| 81 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1474 | 1 | |
| 1127 | 1 | |
| 1120 | 1 | |
| 1085 | 1 | |
| 1080 | 1 | |
| 1063 | 1 | |
| 1061 | 1 | |
| 1057 | 1 | |
| 1031 | 1 | |
| 1029 | 1 |
BsmtUnfSF
Real number (ℝ)
High correlation  Zeros 
| Distinct | 780 |
|---|---|
| Distinct (%) | 53.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 567.24041 |
| Minimum | 0 |
|---|---|
| Maximum | 2336 |
| Zeros | 118 |
| Zeros (%) | 8.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 223 |
| median | 477.5 |
| Q3 | 808 |
| 95-th percentile | 1468 |
| Maximum | 2336 |
| Range | 2336 |
| Interquartile range (IQR) | 585 |
Descriptive statistics
| Standard deviation | 441.86696 |
|---|---|
| Coefficient of variation (CV) | 0.77897651 |
| Kurtosis | 0.47499399 |
| Mean | 567.24041 |
| Median Absolute Deviation (MAD) | 288 |
| Skewness | 0.92026845 |
| Sum | 828171 |
| Variance | 195246.41 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 118 | 8.1% |
| 728 | 9 | 0.6% |
| 384 | 8 | 0.5% |
| 600 | 7 | 0.5% |
| 300 | 7 | 0.5% |
| 572 | 7 | 0.5% |
| 270 | 6 | 0.4% |
| 625 | 6 | 0.4% |
| 672 | 6 | 0.4% |
| 440 | 6 | 0.4% |
| Other values (770) | 1280 |
| Value | Count | Frequency (%) |
| 0 | 118 | |
| 14 | 1 | 0.1% |
| 15 | 1 | 0.1% |
| 23 | 2 | 0.1% |
| 26 | 1 | 0.1% |
| 29 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 2 | 0.1% |
| 35 | 1 | 0.1% |
| 36 | 4 | 0.3% |
| Value | Count | Frequency (%) |
| 2336 | 1 | |
| 2153 | 1 | |
| 2121 | 1 | |
| 2046 | 1 | |
| 2042 | 1 | |
| 2002 | 1 | |
| 1969 | 1 | |
| 1935 | 1 | |
| 1926 | 1 | |
| 1907 | 1 |
TotalBsmtSF
Real number (ℝ)
High correlation  Zeros 
| Distinct | 721 |
|---|---|
| Distinct (%) | 49.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1057.4295 |
| Minimum | 0 |
|---|---|
| Maximum | 6110 |
| Zeros | 37 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 519.3 |
| Q1 | 795.75 |
| median | 991.5 |
| Q3 | 1298.25 |
| 95-th percentile | 1753 |
| Maximum | 6110 |
| Range | 6110 |
| Interquartile range (IQR) | 502.5 |
Descriptive statistics
| Standard deviation | 438.70532 |
|---|---|
| Coefficient of variation (CV) | 0.41487905 |
| Kurtosis | 13.250483 |
| Mean | 1057.4295 |
| Median Absolute Deviation (MAD) | 234.5 |
| Skewness | 1.5242545 |
| Sum | 1543847 |
| Variance | 192462.36 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 37 | 2.5% |
| 864 | 35 | 2.4% |
| 672 | 17 | 1.2% |
| 912 | 15 | 1.0% |
| 1040 | 14 | 1.0% |
| 816 | 13 | 0.9% |
| 768 | 12 | 0.8% |
| 728 | 12 | 0.8% |
| 894 | 11 | 0.8% |
| 780 | 11 | 0.8% |
| Other values (711) | 1283 |
| Value | Count | Frequency (%) |
| 0 | 37 | |
| 105 | 1 | 0.1% |
| 190 | 1 | 0.1% |
| 264 | 3 | 0.2% |
| 270 | 1 | 0.1% |
| 290 | 1 | 0.1% |
| 319 | 1 | 0.1% |
| 360 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 384 | 7 | 0.5% |
| Value | Count | Frequency (%) |
| 6110 | 1 | |
| 3206 | 1 | |
| 3200 | 1 | |
| 3138 | 1 | |
| 3094 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2444 | 1 | |
| 2396 | 1 | |
| 2392 | 1 |
Heating
Categorical
Imbalance 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| GasA | |
|---|---|
| GasW | 18 |
| Grav | 7 |
| Wall | 4 |
| OthW | 2 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.0006849 |
| Min length | 4 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | GasA |
|---|---|
| 2nd row | GasA |
| 3rd row | GasA |
| 4th row | GasA |
| 5th row | GasA |
Common Values
| Value | Count | Frequency (%) |
| GasA | 1428 | |
| GasW | 18 | 1.2% |
| Grav | 7 | 0.5% |
| Wall | 4 | 0.3% |
| OthW | 2 | 0.1% |
| Floor | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| gasa | 1428 | |
| gasw | 18 | 1.2% |
| grav | 7 | 0.5% |
| wall | 4 | 0.3% |
| othw | 2 | 0.1% |
| floor | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1457 | |
| G | 1453 | |
| s | 1446 | |
| A | 1428 | |
| W | 24 | 0.4% |
| l | 9 | 0.2% |
| r | 8 | 0.1% |
| v | 7 | 0.1% |
| O | 2 | < 0.1% |
| t | 2 | < 0.1% |
| Other values (3) | 5 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5841 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1457 | |
| G | 1453 | |
| s | 1446 | |
| A | 1428 | |
| W | 24 | 0.4% |
| l | 9 | 0.2% |
| r | 8 | 0.1% |
| v | 7 | 0.1% |
| O | 2 | < 0.1% |
| t | 2 | < 0.1% |
| Other values (3) | 5 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5841 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1457 | |
| G | 1453 | |
| s | 1446 | |
| A | 1428 | |
| W | 24 | 0.4% |
| l | 9 | 0.2% |
| r | 8 | 0.1% |
| v | 7 | 0.1% |
| O | 2 | < 0.1% |
| t | 2 | < 0.1% |
| Other values (3) | 5 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5841 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1457 | |
| G | 1453 | |
| s | 1446 | |
| A | 1428 | |
| W | 24 | 0.4% |
| l | 9 | 0.2% |
| r | 8 | 0.1% |
| v | 7 | 0.1% |
| O | 2 | < 0.1% |
| t | 2 | < 0.1% |
| Other values (3) | 5 | 0.1% |
HeatingQC
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Ex | |
|---|---|
| TA | |
| Gd | |
| Fa | 49 |
| Po | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Ex |
|---|---|
| 2nd row | Ex |
| 3rd row | Ex |
| 4th row | Gd |
| 5th row | Ex |
Common Values
| Value | Count | Frequency (%) |
| Ex | 741 | |
| TA | 428 | |
| Gd | 241 | 16.5% |
| Fa | 49 | 3.4% |
| Po | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ex | 741 | |
| ta | 428 | |
| gd | 241 | 16.5% |
| fa | 49 | 3.4% |
| po | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 241 | 8.3% |
| d | 241 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 241 | 8.3% |
| d | 241 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 241 | 8.3% |
| d | 241 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 241 | 8.3% |
| d | 241 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
CentralAir
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| True | |
|---|---|
| False | 95 |
| Value | Count | Frequency (%) |
| True | 1365 | |
| False | 95 | 6.5% |
Electrical
Categorical
Imbalance 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 11.5 KiB |
| SBrkr | |
|---|---|
| FuseA | 94 |
| FuseF | 27 |
| FuseP | 3 |
| Mix | 1 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9986292 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | SBrkr |
|---|---|
| 2nd row | SBrkr |
| 3rd row | SBrkr |
| 4th row | SBrkr |
| 5th row | SBrkr |
Common Values
| Value | Count | Frequency (%) |
| SBrkr | 1334 | |
| FuseA | 94 | 6.4% |
| FuseF | 27 | 1.8% |
| FuseP | 3 | 0.2% |
| Mix | 1 | 0.1% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| sbrkr | 1334 | |
| fusea | 94 | 6.4% |
| fusef | 27 | 1.9% |
| fusep | 3 | 0.2% |
| mix | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2668 | |
| S | 1334 | |
| B | 1334 | |
| k | 1334 | |
| F | 151 | 2.1% |
| u | 124 | 1.7% |
| s | 124 | 1.7% |
| e | 124 | 1.7% |
| A | 94 | 1.3% |
| P | 3 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7293 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 2668 | |
| S | 1334 | |
| B | 1334 | |
| k | 1334 | |
| F | 151 | 2.1% |
| u | 124 | 1.7% |
| s | 124 | 1.7% |
| e | 124 | 1.7% |
| A | 94 | 1.3% |
| P | 3 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7293 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 2668 | |
| S | 1334 | |
| B | 1334 | |
| k | 1334 | |
| F | 151 | 2.1% |
| u | 124 | 1.7% |
| s | 124 | 1.7% |
| e | 124 | 1.7% |
| A | 94 | 1.3% |
| P | 3 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7293 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 2668 | |
| S | 1334 | |
| B | 1334 | |
| k | 1334 | |
| F | 151 | 2.1% |
| u | 124 | 1.7% |
| s | 124 | 1.7% |
| e | 124 | 1.7% |
| A | 94 | 1.3% |
| P | 3 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
1stFlrSF
Real number (ℝ)
High correlation 
| Distinct | 753 |
|---|---|
| Distinct (%) | 51.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1162.6267 |
| Minimum | 334 |
|---|---|
| Maximum | 4692 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 672.95 |
| Q1 | 882 |
| median | 1087 |
| Q3 | 1391.25 |
| 95-th percentile | 1831.25 |
| Maximum | 4692 |
| Range | 4358 |
| Interquartile range (IQR) | 509.25 |
Descriptive statistics
| Standard deviation | 386.58774 |
|---|---|
| Coefficient of variation (CV) | 0.33251235 |
| Kurtosis | 5.7458415 |
| Mean | 1162.6267 |
| Median Absolute Deviation (MAD) | 234.5 |
| Skewness | 1.3767566 |
| Sum | 1697435 |
| Variance | 149450.08 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 864 | 25 | 1.7% |
| 1040 | 16 | 1.1% |
| 912 | 14 | 1.0% |
| 894 | 12 | 0.8% |
| 848 | 12 | 0.8% |
| 672 | 11 | 0.8% |
| 630 | 9 | 0.6% |
| 816 | 9 | 0.6% |
| 483 | 7 | 0.5% |
| 960 | 7 | 0.5% |
| Other values (743) | 1338 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 483 | 7 | |
| 495 | 1 | 0.1% |
| 520 | 5 | |
| 525 | 1 | 0.1% |
| 526 | 1 | 0.1% |
| 536 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4692 | 1 | |
| 3228 | 1 | |
| 3138 | 1 | |
| 2898 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2515 | 1 | |
| 2444 | 1 | |
| 2411 | 1 | |
| 2402 | 1 |
2ndFlrSF
Real number (ℝ)
High correlation  Zeros 
| Distinct | 417 |
|---|---|
| Distinct (%) | 28.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 346.99247 |
| Minimum | 0 |
|---|---|
| Maximum | 2065 |
| Zeros | 829 |
| Zeros (%) | 56.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 728 |
| 95-th percentile | 1141.05 |
| Maximum | 2065 |
| Range | 2065 |
| Interquartile range (IQR) | 728 |
Descriptive statistics
| Standard deviation | 436.52844 |
|---|---|
| Coefficient of variation (CV) | 1.2580343 |
| Kurtosis | -0.55346356 |
| Mean | 346.99247 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.81302982 |
| Sum | 506609 |
| Variance | 190557.08 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 829 | |
| 728 | 10 | 0.7% |
| 504 | 9 | 0.6% |
| 546 | 8 | 0.5% |
| 672 | 8 | 0.5% |
| 600 | 7 | 0.5% |
| 720 | 7 | 0.5% |
| 896 | 6 | 0.4% |
| 862 | 5 | 0.3% |
| 780 | 5 | 0.3% |
| Other values (407) | 566 |
| Value | Count | Frequency (%) |
| 0 | 829 | |
| 110 | 1 | 0.1% |
| 167 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 208 | 1 | 0.1% |
| 213 | 1 | 0.1% |
| 220 | 1 | 0.1% |
| 224 | 1 | 0.1% |
| 240 | 2 | 0.1% |
| 252 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2065 | 1 | |
| 1872 | 1 | |
| 1818 | 1 | |
| 1796 | 1 | |
| 1611 | 1 | |
| 1589 | 1 | |
| 1540 | 1 | |
| 1538 | 1 | |
| 1523 | 1 | |
| 1519 | 1 |
LowQualFinSF
Real number (ℝ)
Zeros 
| Distinct | 24 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8445205 |
| Minimum | 0 |
|---|---|
| Maximum | 572 |
| Zeros | 1434 |
| Zeros (%) | 98.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 572 |
| Range | 572 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 48.623081 |
|---|---|
| Coefficient of variation (CV) | 8.3194303 |
| Kurtosis | 83.234817 |
| Mean | 5.8445205 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.0113413 |
| Sum | 8533 |
| Variance | 2364.204 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1434 | |
| 80 | 3 | 0.2% |
| 360 | 2 | 0.1% |
| 205 | 1 | 0.1% |
| 479 | 1 | 0.1% |
| 397 | 1 | 0.1% |
| 514 | 1 | 0.1% |
| 120 | 1 | 0.1% |
| 481 | 1 | 0.1% |
| 232 | 1 | 0.1% |
| Other values (14) | 14 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 1434 | |
| 53 | 1 | 0.1% |
| 80 | 3 | 0.2% |
| 120 | 1 | 0.1% |
| 144 | 1 | 0.1% |
| 156 | 1 | 0.1% |
| 205 | 1 | 0.1% |
| 232 | 1 | 0.1% |
| 234 | 1 | 0.1% |
| 360 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 572 | 1 | |
| 528 | 1 | |
| 515 | 1 | |
| 514 | 1 | |
| 513 | 1 | |
| 481 | 1 | |
| 479 | 1 | |
| 473 | 1 | |
| 420 | 1 | |
| 397 | 1 |
GrLivArea
Real number (ℝ)
High correlation 
| Distinct | 861 |
|---|---|
| Distinct (%) | 59.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1515.4637 |
| Minimum | 334 |
|---|---|
| Maximum | 5642 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 848 |
| Q1 | 1129.5 |
| median | 1464 |
| Q3 | 1776.75 |
| 95-th percentile | 2466.1 |
| Maximum | 5642 |
| Range | 5308 |
| Interquartile range (IQR) | 647.25 |
Descriptive statistics
| Standard deviation | 525.48038 |
|---|---|
| Coefficient of variation (CV) | 0.34674561 |
| Kurtosis | 4.8951206 |
| Mean | 1515.4637 |
| Median Absolute Deviation (MAD) | 326 |
| Skewness | 1.3665604 |
| Sum | 2212577 |
| Variance | 276129.63 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 864 | 22 | 1.5% |
| 1040 | 14 | 1.0% |
| 894 | 11 | 0.8% |
| 1456 | 10 | 0.7% |
| 848 | 10 | 0.7% |
| 1200 | 9 | 0.6% |
| 912 | 9 | 0.6% |
| 816 | 8 | 0.5% |
| 1092 | 8 | 0.5% |
| 1728 | 7 | 0.5% |
| Other values (851) | 1352 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 520 | 1 | 0.1% |
| 605 | 1 | 0.1% |
| 616 | 1 | 0.1% |
| 630 | 6 | |
| 672 | 2 | 0.1% |
| 691 | 1 | 0.1% |
| 693 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5642 | 1 | |
| 4676 | 1 | |
| 4476 | 1 | |
| 4316 | 1 | |
| 3627 | 1 | |
| 3608 | 1 | |
| 3493 | 1 | |
| 3447 | 1 | |
| 3395 | 1 | |
| 3279 | 1 |
BsmtFullBath
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 15 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
BsmtHalfBath
Categorical
Imbalance 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | 80 |
| 2 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
HalfBath
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 12 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Interactions
Correlations
| 1stFlrSF | 2ndFlrSF | BldgType | BsmtCond | BsmtExposure | BsmtFinSF1 | BsmtFinSF2 | BsmtFinType1 | BsmtFinType2 | BsmtFullBath | BsmtHalfBath | BsmtQual | BsmtUnfSF | CentralAir | Condition1 | Condition2 | Electrical | ExterCond | ExterQual | Exterior1st | Exterior2nd | Foundation | FullBath | GrLivArea | HalfBath | Heating | HeatingQC | HouseStyle | LandContour | LandSlope | LotArea | LotConfig | LotFrontage | LotShape | LowQualFinSF | MSSubClass | MSZoning | MasVnrArea | Neighborhood | OverallCond | OverallQual | RoofMatl | RoofStyle | SalePrice | Street | TotalBsmtSF | Utilities | YearBuilt | YearRemodAdd | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1stFlrSF | 1.000 | -0.276 | 0.184 | 0.000 | 0.176 | 0.323 | 0.067 | 0.110 | 0.010 | 0.191 | 0.000 | 0.264 | 0.224 | 0.144 | 0.086 | 0.191 | 0.019 | 0.000 | 0.271 | 0.182 | 0.155 | 0.088 | 0.258 | 0.494 | 0.121 | 0.000 | 0.094 | 0.160 | 0.096 | 0.000 | 0.444 | 0.057 | 0.428 | 0.207 | -0.039 | -0.278 | 0.160 | 0.352 | 0.241 | -0.167 | 0.409 | 0.394 | 0.150 | 0.575 | 0.000 | 0.829 | 0.000 | 0.293 | 0.240 |
| 2ndFlrSF | -0.276 | 1.000 | 0.125 | 0.055 | 0.153 | -0.191 | -0.102 | 0.133 | 0.011 | 0.125 | 0.000 | 0.206 | 0.060 | 0.036 | 0.052 | 0.110 | 0.000 | 0.032 | 0.209 | 0.101 | 0.132 | 0.157 | 0.407 | 0.643 | 0.449 | 0.043 | 0.112 | 0.435 | 0.058 | 0.000 | 0.119 | 0.052 | 0.055 | 0.148 | 0.058 | 0.488 | 0.159 | 0.063 | 0.250 | 0.001 | 0.290 | 0.106 | 0.120 | 0.294 | 0.000 | -0.286 | 0.000 | 0.030 | 0.073 |
| BldgType | 0.184 | 0.125 | 1.000 | 0.041 | 0.075 | 0.000 | 0.000 | 0.099 | 0.021 | 0.160 | 0.065 | 0.163 | 0.122 | 0.289 | 0.076 | 0.144 | 0.081 | 0.110 | 0.176 | 0.163 | 0.187 | 0.188 | 0.105 | 0.049 | 0.229 | 0.107 | 0.112 | 0.156 | 0.069 | 0.026 | 0.036 | 0.069 | 0.313 | 0.084 | 0.076 | 0.851 | 0.189 | 0.000 | 0.419 | 0.128 | 0.131 | 0.027 | 0.048 | 0.088 | 0.112 | 0.120 | 0.000 | 0.250 | 0.195 |
| BsmtCond | 0.000 | 0.055 | 0.041 | 1.000 | 0.055 | 0.000 | 0.000 | 0.102 | 0.052 | 0.076 | 0.058 | 0.193 | 0.055 | 0.260 | 0.038 | 0.000 | 0.423 | 0.222 | 0.163 | 0.112 | 0.074 | 0.138 | 0.144 | 0.000 | 0.043 | 0.070 | 0.092 | 0.084 | 0.063 | 0.135 | 0.000 | 0.029 | 0.000 | 0.045 | 0.096 | 0.069 | 0.093 | 0.000 | 0.121 | 0.476 | 0.426 | 0.047 | 0.055 | 0.123 | 0.000 | 0.035 | 0.000 | 0.180 | 0.109 |
| BsmtExposure | 0.176 | 0.153 | 0.075 | 0.055 | 1.000 | 0.234 | 0.064 | 0.199 | 0.080 | 0.200 | 0.045 | 0.195 | 0.127 | 0.076 | 0.070 | 0.000 | 0.059 | 0.000 | 0.155 | 0.124 | 0.141 | 0.128 | 0.099 | 0.120 | 0.070 | 0.000 | 0.081 | 0.230 | 0.197 | 0.223 | 0.145 | 0.068 | 0.115 | 0.101 | 0.000 | 0.201 | 0.075 | 0.095 | 0.270 | 0.096 | 0.181 | 0.149 | 0.138 | 0.206 | 0.090 | 0.188 | 0.000 | 0.178 | 0.151 |
| BsmtFinSF1 | 0.323 | -0.191 | 0.000 | 0.000 | 0.234 | 1.000 | 0.050 | 0.271 | 0.052 | 0.397 | 0.028 | 0.241 | -0.574 | 0.152 | 0.107 | 0.312 | 0.057 | 0.000 | 0.208 | 0.138 | 0.139 | 0.111 | 0.158 | 0.057 | 0.012 | 0.000 | 0.059 | 0.114 | 0.138 | 0.083 | 0.172 | 0.045 | 0.154 | 0.206 | -0.079 | -0.108 | 0.091 | 0.242 | 0.201 | -0.011 | 0.133 | 0.449 | 0.096 | 0.302 | 0.019 | 0.410 | 0.000 | 0.190 | 0.063 |
| BsmtFinSF2 | 0.067 | -0.102 | 0.000 | 0.000 | 0.064 | 0.050 | 1.000 | 0.191 | 0.471 | 0.088 | 0.088 | 0.063 | -0.271 | 0.000 | 0.000 | 0.039 | 0.000 | 0.000 | 0.041 | 0.072 | 0.063 | 0.070 | 0.036 | -0.052 | 0.008 | 0.000 | 0.000 | 0.000 | 0.049 | 0.141 | 0.072 | 0.000 | 0.053 | 0.056 | 0.002 | -0.084 | 0.000 | -0.061 | 0.123 | 0.102 | -0.118 | 0.154 | 0.134 | -0.039 | 0.049 | 0.070 | 0.184 | -0.112 | -0.126 |
| BsmtFinType1 | 0.110 | 0.133 | 0.099 | 0.102 | 0.199 | 0.271 | 0.191 | 1.000 | 0.213 | 0.338 | 0.081 | 0.333 | 0.295 | 0.175 | 0.046 | 0.025 | 0.100 | 0.061 | 0.292 | 0.216 | 0.223 | 0.315 | 0.226 | 0.108 | 0.054 | 0.064 | 0.202 | 0.161 | 0.088 | 0.047 | 0.013 | 0.059 | 0.052 | 0.051 | 0.071 | 0.182 | 0.136 | 0.096 | 0.313 | 0.171 | 0.231 | 0.047 | 0.056 | 0.207 | 0.000 | 0.132 | 0.000 | 0.351 | 0.263 |
| BsmtFinType2 | 0.010 | 0.011 | 0.021 | 0.052 | 0.080 | 0.052 | 0.471 | 0.213 | 1.000 | 0.075 | 0.091 | 0.100 | 0.119 | 0.008 | 0.016 | 0.023 | 0.000 | 0.000 | 0.093 | 0.131 | 0.118 | 0.124 | 0.047 | 0.000 | 0.035 | 0.000 | 0.078 | 0.055 | 0.000 | 0.078 | 0.067 | 0.000 | 0.028 | 0.057 | 0.000 | 0.054 | 0.039 | 0.000 | 0.157 | 0.060 | 0.075 | 0.111 | 0.075 | 0.051 | 0.107 | 0.024 | 0.120 | 0.133 | 0.113 |
| BsmtFullBath | 0.191 | 0.125 | 0.160 | 0.076 | 0.200 | 0.397 | 0.088 | 0.338 | 0.075 | 1.000 | 0.097 | 0.102 | 0.265 | 0.106 | 0.000 | 0.000 | 0.055 | 0.000 | 0.071 | 0.089 | 0.083 | 0.103 | 0.264 | 0.136 | 0.152 | 0.000 | 0.060 | 0.165 | 0.105 | 0.200 | 0.211 | 0.000 | 0.155 | 0.094 | 0.000 | 0.209 | 0.071 | 0.028 | 0.189 | 0.000 | 0.066 | 0.166 | 0.125 | 0.140 | 0.091 | 0.204 | 0.000 | 0.144 | 0.122 |
| BsmtHalfBath | 0.000 | 0.000 | 0.065 | 0.058 | 0.045 | 0.028 | 0.088 | 0.081 | 0.091 | 0.097 | 1.000 | 0.052 | 0.054 | 0.016 | 0.000 | 0.000 | 0.000 | 0.059 | 0.043 | 0.066 | 0.068 | 0.067 | 0.164 | 0.000 | 0.154 | 0.000 | 0.030 | 0.099 | 0.027 | 0.045 | 0.000 | 0.034 | 0.000 | 0.045 | 0.000 | 0.086 | 0.020 | 0.000 | 0.145 | 0.102 | 0.062 | 0.139 | 0.127 | 0.049 | 0.000 | 0.000 | 0.102 | 0.089 | 0.077 |
| BsmtQual | 0.264 | 0.206 | 0.163 | 0.193 | 0.195 | 0.241 | 0.063 | 0.333 | 0.100 | 0.102 | 0.052 | 1.000 | 0.185 | 0.214 | 0.151 | 0.109 | 0.218 | 0.111 | 0.462 | 0.324 | 0.316 | 0.405 | 0.347 | 0.249 | 0.154 | 0.027 | 0.271 | 0.212 | 0.094 | 0.000 | 0.000 | 0.086 | 0.125 | 0.136 | 0.057 | 0.266 | 0.191 | 0.209 | 0.535 | 0.323 | 0.510 | 0.039 | 0.167 | 0.455 | 0.000 | 0.293 | 0.000 | 0.516 | 0.392 |
| BsmtUnfSF | 0.224 | 0.060 | 0.122 | 0.055 | 0.127 | -0.574 | -0.271 | 0.295 | 0.119 | 0.265 | 0.054 | 0.185 | 1.000 | 0.060 | 0.016 | 0.062 | 0.038 | 0.026 | 0.251 | 0.094 | 0.102 | 0.170 | 0.187 | 0.253 | 0.122 | 0.000 | 0.098 | 0.150 | 0.064 | 0.053 | 0.078 | 0.012 | 0.119 | 0.039 | 0.020 | -0.118 | 0.072 | 0.076 | 0.191 | -0.128 | 0.273 | 0.000 | 0.091 | 0.185 | 0.000 | 0.329 | 0.000 | 0.139 | 0.177 |
| CentralAir | 0.144 | 0.036 | 0.289 | 0.260 | 0.076 | 0.152 | 0.000 | 0.175 | 0.008 | 0.106 | 0.016 | 0.214 | 0.060 | 1.000 | 0.040 | 0.068 | 0.421 | 0.200 | 0.278 | 0.349 | 0.330 | 0.365 | 0.103 | 0.158 | 0.130 | 0.461 | 0.379 | 0.233 | 0.128 | 0.000 | 0.000 | 0.063 | 0.052 | 0.108 | 0.126 | 0.254 | 0.297 | 0.106 | 0.382 | 0.315 | 0.374 | 0.000 | 0.055 | 0.418 | 0.040 | 0.223 | 0.000 | 0.438 | 0.378 |
| Condition1 | 0.086 | 0.052 | 0.076 | 0.038 | 0.070 | 0.107 | 0.000 | 0.046 | 0.016 | 0.000 | 0.000 | 0.151 | 0.016 | 0.040 | 1.000 | 0.210 | 0.040 | 0.019 | 0.125 | 0.072 | 0.079 | 0.080 | 0.062 | 0.087 | 0.087 | 0.000 | 0.157 | 0.085 | 0.000 | 0.000 | 0.000 | 0.148 | 0.147 | 0.105 | 0.000 | 0.103 | 0.071 | 0.000 | 0.185 | 0.051 | 0.061 | 0.077 | 0.081 | 0.065 | 0.165 | 0.083 | 0.000 | 0.120 | 0.080 |
| Condition2 | 0.191 | 0.110 | 0.144 | 0.000 | 0.000 | 0.312 | 0.039 | 0.025 | 0.023 | 0.000 | 0.000 | 0.109 | 0.062 | 0.068 | 0.210 | 1.000 | 0.000 | 0.284 | 0.137 | 0.023 | 0.000 | 0.035 | 0.106 | 0.271 | 0.199 | 0.000 | 0.069 | 0.122 | 0.059 | 0.000 | 0.000 | 0.092 | 0.077 | 0.000 | 0.084 | 0.103 | 0.059 | 0.102 | 0.010 | 0.099 | 0.153 | 0.000 | 0.311 | 0.000 | 0.000 | 0.144 | 0.000 | 0.162 | 0.000 |
| Electrical | 0.019 | 0.000 | 0.081 | 0.423 | 0.059 | 0.057 | 0.000 | 0.100 | 0.000 | 0.055 | 0.000 | 0.218 | 0.038 | 0.421 | 0.040 | 0.000 | 1.000 | 0.128 | 0.138 | 0.204 | 0.180 | 0.182 | 0.116 | 0.008 | 0.082 | 0.132 | 0.144 | 0.109 | 0.052 | 0.000 | 0.000 | 0.007 | 0.000 | 0.112 | 0.000 | 0.118 | 0.103 | 0.000 | 0.179 | 0.270 | 0.160 | 0.000 | 0.000 | 0.135 | 0.000 | 0.064 | 0.085 | 0.188 | 0.221 |
| ExterCond | 0.000 | 0.032 | 0.110 | 0.222 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.000 | 0.059 | 0.111 | 0.026 | 0.200 | 0.019 | 0.284 | 0.128 | 1.000 | 0.182 | 0.095 | 0.067 | 0.123 | 0.075 | 0.053 | 0.051 | 0.046 | 0.062 | 0.103 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.087 | 0.115 | 0.079 | 0.000 | 0.153 | 0.379 | 0.195 | 0.000 | 0.092 | 0.105 | 0.000 | 0.038 | 0.000 | 0.189 | 0.099 |
| ExterQual | 0.271 | 0.209 | 0.176 | 0.163 | 0.155 | 0.208 | 0.041 | 0.292 | 0.093 | 0.071 | 0.043 | 0.462 | 0.251 | 0.278 | 0.125 | 0.137 | 0.138 | 0.182 | 1.000 | 0.351 | 0.355 | 0.371 | 0.318 | 0.286 | 0.151 | 0.042 | 0.324 | 0.176 | 0.134 | 0.094 | 0.000 | 0.014 | 0.138 | 0.112 | 0.090 | 0.243 | 0.239 | 0.244 | 0.485 | 0.319 | 0.614 | 0.066 | 0.146 | 0.476 | 0.321 | 0.319 | 0.000 | 0.435 | 0.389 |
| Exterior1st | 0.182 | 0.101 | 0.163 | 0.112 | 0.124 | 0.138 | 0.072 | 0.216 | 0.131 | 0.089 | 0.066 | 0.324 | 0.094 | 0.349 | 0.072 | 0.023 | 0.204 | 0.095 | 0.351 | 1.000 | 0.759 | 0.315 | 0.237 | 0.111 | 0.120 | 0.134 | 0.266 | 0.160 | 0.116 | 0.134 | 0.026 | 0.052 | 0.113 | 0.082 | 0.000 | 0.188 | 0.178 | 0.010 | 0.288 | 0.189 | 0.200 | 0.186 | 0.138 | 0.164 | 0.000 | 0.134 | 0.000 | 0.335 | 0.285 |
| Exterior2nd | 0.155 | 0.132 | 0.187 | 0.074 | 0.141 | 0.139 | 0.063 | 0.223 | 0.118 | 0.083 | 0.068 | 0.316 | 0.102 | 0.330 | 0.079 | 0.000 | 0.180 | 0.067 | 0.355 | 0.759 | 1.000 | 0.314 | 0.225 | 0.123 | 0.166 | 0.174 | 0.265 | 0.167 | 0.121 | 0.116 | 0.071 | 0.076 | 0.129 | 0.093 | 0.000 | 0.210 | 0.186 | 0.028 | 0.317 | 0.169 | 0.193 | 0.116 | 0.160 | 0.175 | 0.000 | 0.144 | 0.000 | 0.326 | 0.277 |
| Foundation | 0.088 | 0.157 | 0.188 | 0.138 | 0.128 | 0.111 | 0.070 | 0.315 | 0.124 | 0.103 | 0.067 | 0.405 | 0.170 | 0.365 | 0.080 | 0.035 | 0.182 | 0.123 | 0.371 | 0.315 | 0.314 | 1.000 | 0.285 | 0.152 | 0.164 | 0.216 | 0.293 | 0.216 | 0.100 | 0.050 | 0.000 | 0.043 | 0.115 | 0.117 | 0.027 | 0.263 | 0.224 | 0.077 | 0.417 | 0.256 | 0.291 | 0.000 | 0.092 | 0.258 | 0.044 | 0.233 | 0.000 | 0.502 | 0.322 |
| FullBath | 0.258 | 0.407 | 0.105 | 0.144 | 0.099 | 0.158 | 0.036 | 0.226 | 0.047 | 0.264 | 0.164 | 0.347 | 0.187 | 0.103 | 0.062 | 0.106 | 0.116 | 0.075 | 0.318 | 0.237 | 0.225 | 0.285 | 1.000 | 0.468 | 0.230 | 0.000 | 0.199 | 0.236 | 0.111 | 0.124 | 0.098 | 0.041 | 0.135 | 0.102 | 0.000 | 0.249 | 0.175 | 0.182 | 0.369 | 0.309 | 0.404 | 0.106 | 0.139 | 0.416 | 0.022 | 0.236 | 0.000 | 0.351 | 0.270 |
| GrLivArea | 0.494 | 0.643 | 0.049 | 0.000 | 0.120 | 0.057 | -0.052 | 0.108 | 0.000 | 0.136 | 0.000 | 0.249 | 0.253 | 0.158 | 0.087 | 0.271 | 0.008 | 0.053 | 0.286 | 0.111 | 0.123 | 0.152 | 0.468 | 1.000 | 0.300 | 0.052 | 0.143 | 0.258 | 0.100 | 0.036 | 0.449 | 0.046 | 0.376 | 0.222 | 0.064 | 0.204 | 0.106 | 0.323 | 0.209 | -0.154 | 0.603 | 0.406 | 0.062 | 0.731 | 0.000 | 0.371 | 0.000 | 0.288 | 0.282 |
| HalfBath | 0.121 | 0.449 | 0.229 | 0.043 | 0.070 | 0.012 | 0.008 | 0.054 | 0.035 | 0.152 | 0.154 | 0.154 | 0.122 | 0.130 | 0.087 | 0.199 | 0.082 | 0.051 | 0.151 | 0.120 | 0.166 | 0.164 | 0.230 | 0.300 | 1.000 | 0.000 | 0.097 | 0.461 | 0.003 | 0.041 | 0.000 | 0.000 | 0.033 | 0.084 | 0.000 | 0.512 | 0.140 | 0.138 | 0.300 | 0.079 | 0.225 | 0.018 | 0.210 | 0.208 | 0.000 | 0.097 | 0.000 | 0.227 | 0.200 |
| Heating | 0.000 | 0.043 | 0.107 | 0.070 | 0.000 | 0.000 | 0.000 | 0.064 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.461 | 0.000 | 0.000 | 0.132 | 0.046 | 0.042 | 0.134 | 0.174 | 0.216 | 0.000 | 0.052 | 0.000 | 1.000 | 0.239 | 0.141 | 0.000 | 0.000 | 0.084 | 0.000 | 0.046 | 0.025 | 0.308 | 0.105 | 0.055 | 0.000 | 0.054 | 0.092 | 0.167 | 0.000 | 0.000 | 0.081 | 0.000 | 0.073 | 0.000 | 0.171 | 0.083 |
| HeatingQC | 0.094 | 0.112 | 0.112 | 0.092 | 0.081 | 0.059 | 0.000 | 0.202 | 0.078 | 0.060 | 0.030 | 0.271 | 0.098 | 0.379 | 0.157 | 0.069 | 0.144 | 0.062 | 0.324 | 0.266 | 0.265 | 0.293 | 0.199 | 0.143 | 0.097 | 0.239 | 1.000 | 0.168 | 0.054 | 0.050 | 0.000 | 0.010 | 0.049 | 0.053 | 0.059 | 0.168 | 0.117 | 0.038 | 0.296 | 0.178 | 0.259 | 0.000 | 0.000 | 0.238 | 0.018 | 0.140 | 0.027 | 0.336 | 0.328 |
| HouseStyle | 0.160 | 0.435 | 0.156 | 0.084 | 0.230 | 0.114 | 0.000 | 0.161 | 0.055 | 0.165 | 0.099 | 0.212 | 0.150 | 0.233 | 0.085 | 0.122 | 0.109 | 0.103 | 0.176 | 0.160 | 0.167 | 0.216 | 0.236 | 0.258 | 0.461 | 0.141 | 0.168 | 1.000 | 0.126 | 0.000 | 0.000 | 0.000 | 0.044 | 0.073 | 0.263 | 0.617 | 0.184 | 0.047 | 0.294 | 0.122 | 0.144 | 0.047 | 0.102 | 0.129 | 0.019 | 0.164 | 0.100 | 0.291 | 0.200 |
| LandContour | 0.096 | 0.058 | 0.069 | 0.063 | 0.197 | 0.138 | 0.049 | 0.088 | 0.000 | 0.105 | 0.027 | 0.094 | 0.064 | 0.128 | 0.000 | 0.059 | 0.052 | 0.000 | 0.134 | 0.116 | 0.121 | 0.100 | 0.111 | 0.100 | 0.003 | 0.000 | 0.054 | 0.126 | 1.000 | 0.457 | 0.256 | 0.060 | 0.121 | 0.127 | 0.073 | 0.084 | 0.102 | 0.025 | 0.360 | 0.101 | 0.161 | 0.181 | 0.141 | 0.096 | 0.114 | 0.106 | 0.000 | 0.160 | 0.130 |
| LandSlope | 0.000 | 0.000 | 0.026 | 0.135 | 0.223 | 0.083 | 0.141 | 0.047 | 0.078 | 0.200 | 0.045 | 0.000 | 0.053 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.094 | 0.134 | 0.116 | 0.050 | 0.124 | 0.036 | 0.041 | 0.000 | 0.050 | 0.000 | 0.457 | 1.000 | 0.449 | 0.079 | 0.123 | 0.119 | 0.053 | 0.000 | 0.072 | 0.000 | 0.315 | 0.188 | 0.152 | 0.313 | 0.256 | 0.046 | 0.176 | 0.000 | 0.000 | 0.098 | 0.083 |
| LotArea | 0.444 | 0.119 | 0.036 | 0.000 | 0.145 | 0.172 | 0.072 | 0.013 | 0.067 | 0.211 | 0.000 | 0.000 | 0.078 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.071 | 0.000 | 0.098 | 0.449 | 0.000 | 0.084 | 0.000 | 0.000 | 0.256 | 0.449 | 1.000 | 0.079 | 0.650 | 0.266 | -0.020 | -0.270 | 0.000 | 0.178 | 0.162 | -0.047 | 0.233 | 0.252 | 0.112 | 0.456 | 0.290 | 0.366 | 0.000 | 0.103 | 0.075 |
| LotConfig | 0.057 | 0.052 | 0.069 | 0.029 | 0.068 | 0.045 | 0.000 | 0.059 | 0.000 | 0.000 | 0.034 | 0.086 | 0.012 | 0.063 | 0.148 | 0.092 | 0.007 | 0.000 | 0.014 | 0.052 | 0.076 | 0.043 | 0.041 | 0.046 | 0.000 | 0.000 | 0.010 | 0.000 | 0.060 | 0.079 | 0.079 | 1.000 | 0.165 | 0.221 | 0.000 | 0.062 | 0.064 | 0.036 | 0.137 | 0.000 | 0.017 | 0.077 | 0.075 | 0.087 | 0.000 | 0.029 | 0.085 | 0.105 | 0.086 |
| LotFrontage | 0.428 | 0.055 | 0.313 | 0.000 | 0.115 | 0.154 | 0.053 | 0.052 | 0.028 | 0.155 | 0.000 | 0.125 | 0.119 | 0.052 | 0.147 | 0.077 | 0.000 | 0.000 | 0.138 | 0.113 | 0.129 | 0.115 | 0.135 | 0.376 | 0.033 | 0.046 | 0.049 | 0.044 | 0.121 | 0.123 | 0.650 | 0.165 | 1.000 | 0.297 | -0.030 | -0.314 | 0.193 | 0.259 | 0.245 | -0.083 | 0.255 | 0.305 | 0.154 | 0.409 | 0.113 | 0.386 | 1.000 | 0.195 | 0.117 |
| LotShape | 0.207 | 0.148 | 0.084 | 0.045 | 0.101 | 0.206 | 0.056 | 0.051 | 0.057 | 0.094 | 0.045 | 0.136 | 0.039 | 0.108 | 0.105 | 0.000 | 0.112 | 0.000 | 0.112 | 0.082 | 0.093 | 0.117 | 0.102 | 0.222 | 0.084 | 0.025 | 0.053 | 0.073 | 0.127 | 0.119 | 0.266 | 0.221 | 0.297 | 1.000 | 0.000 | 0.138 | 0.152 | 0.069 | 0.244 | 0.060 | 0.116 | 0.186 | 0.035 | 0.197 | 0.034 | 0.200 | 0.000 | 0.174 | 0.139 |
| LowQualFinSF | -0.039 | 0.058 | 0.076 | 0.096 | 0.000 | -0.079 | 0.002 | 0.071 | 0.000 | 0.000 | 0.000 | 0.057 | 0.020 | 0.126 | 0.000 | 0.084 | 0.000 | 0.087 | 0.090 | 0.000 | 0.000 | 0.027 | 0.000 | 0.064 | 0.000 | 0.308 | 0.059 | 0.263 | 0.073 | 0.053 | -0.020 | 0.000 | -0.030 | 0.000 | 1.000 | 0.076 | 0.145 | -0.107 | 0.112 | 0.040 | -0.034 | 0.049 | 0.000 | -0.068 | 0.000 | -0.081 | 0.000 | -0.146 | -0.065 |
| MSSubClass | -0.278 | 0.488 | 0.851 | 0.069 | 0.201 | -0.108 | -0.084 | 0.182 | 0.054 | 0.209 | 0.086 | 0.266 | -0.118 | 0.254 | 0.103 | 0.103 | 0.118 | 0.115 | 0.243 | 0.188 | 0.210 | 0.263 | 0.249 | 0.204 | 0.512 | 0.105 | 0.168 | 0.617 | 0.084 | 0.000 | -0.270 | 0.062 | -0.314 | 0.138 | 0.076 | 1.000 | 0.264 | 0.025 | 0.422 | -0.072 | 0.108 | 0.039 | 0.117 | 0.007 | 0.103 | -0.319 | 0.000 | 0.036 | 0.007 |
| MSZoning | 0.160 | 0.159 | 0.189 | 0.093 | 0.075 | 0.091 | 0.000 | 0.136 | 0.039 | 0.071 | 0.020 | 0.191 | 0.072 | 0.297 | 0.071 | 0.059 | 0.103 | 0.079 | 0.239 | 0.178 | 0.186 | 0.224 | 0.175 | 0.106 | 0.140 | 0.055 | 0.117 | 0.184 | 0.102 | 0.072 | 0.000 | 0.064 | 0.193 | 0.152 | 0.145 | 0.264 | 1.000 | 0.063 | 0.641 | 0.161 | 0.190 | 0.000 | 0.073 | 0.206 | 0.249 | 0.119 | 0.000 | 0.295 | 0.202 |
| MasVnrArea | 0.352 | 0.063 | 0.000 | 0.000 | 0.095 | 0.242 | -0.061 | 0.096 | 0.000 | 0.028 | 0.000 | 0.209 | 0.076 | 0.106 | 0.000 | 0.102 | 0.000 | 0.000 | 0.244 | 0.010 | 0.028 | 0.077 | 0.182 | 0.323 | 0.138 | 0.000 | 0.038 | 0.047 | 0.025 | 0.000 | 0.178 | 0.036 | 0.259 | 0.069 | -0.107 | 0.025 | 0.063 | 1.000 | 0.183 | -0.179 | 0.414 | 0.142 | 0.105 | 0.421 | 0.000 | 0.360 | 0.170 | 0.402 | 0.234 |
| Neighborhood | 0.241 | 0.250 | 0.419 | 0.121 | 0.270 | 0.201 | 0.123 | 0.313 | 0.157 | 0.189 | 0.145 | 0.535 | 0.191 | 0.382 | 0.185 | 0.010 | 0.179 | 0.153 | 0.485 | 0.288 | 0.317 | 0.417 | 0.369 | 0.209 | 0.300 | 0.054 | 0.296 | 0.294 | 0.360 | 0.315 | 0.162 | 0.137 | 0.245 | 0.244 | 0.112 | 0.422 | 0.641 | 0.183 | 1.000 | 0.222 | 0.321 | 0.095 | 0.186 | 0.319 | 0.199 | 0.237 | 0.096 | 0.480 | 0.388 |
| OverallCond | -0.167 | 0.001 | 0.128 | 0.476 | 0.096 | -0.011 | 0.102 | 0.171 | 0.060 | 0.000 | 0.102 | 0.323 | -0.128 | 0.315 | 0.051 | 0.099 | 0.270 | 0.379 | 0.319 | 0.189 | 0.169 | 0.256 | 0.309 | -0.154 | 0.079 | 0.092 | 0.178 | 0.122 | 0.101 | 0.188 | -0.047 | 0.000 | -0.083 | 0.060 | 0.040 | -0.072 | 0.161 | -0.179 | 0.222 | 1.000 | -0.178 | 0.000 | 0.044 | -0.129 | 0.068 | -0.217 | 0.000 | -0.417 | -0.041 |
| OverallQual | 0.409 | 0.290 | 0.131 | 0.426 | 0.181 | 0.133 | -0.118 | 0.231 | 0.075 | 0.066 | 0.062 | 0.510 | 0.273 | 0.374 | 0.061 | 0.153 | 0.160 | 0.195 | 0.614 | 0.200 | 0.193 | 0.291 | 0.404 | 0.603 | 0.225 | 0.167 | 0.259 | 0.144 | 0.161 | 0.152 | 0.233 | 0.017 | 0.255 | 0.116 | -0.034 | 0.108 | 0.190 | 0.414 | 0.321 | -0.178 | 1.000 | 0.099 | 0.117 | 0.810 | 0.073 | 0.460 | 0.000 | 0.647 | 0.558 |
| RoofMatl | 0.394 | 0.106 | 0.027 | 0.047 | 0.149 | 0.449 | 0.154 | 0.047 | 0.111 | 0.166 | 0.139 | 0.039 | 0.000 | 0.000 | 0.077 | 0.000 | 0.000 | 0.000 | 0.066 | 0.186 | 0.116 | 0.000 | 0.106 | 0.406 | 0.018 | 0.000 | 0.000 | 0.047 | 0.181 | 0.313 | 0.252 | 0.077 | 0.305 | 0.186 | 0.049 | 0.039 | 0.000 | 0.142 | 0.095 | 0.000 | 0.099 | 1.000 | 0.458 | 0.121 | 0.000 | 0.424 | 0.000 | 0.071 | 0.040 |
| RoofStyle | 0.150 | 0.120 | 0.048 | 0.055 | 0.138 | 0.096 | 0.134 | 0.056 | 0.075 | 0.125 | 0.127 | 0.167 | 0.091 | 0.055 | 0.081 | 0.311 | 0.000 | 0.092 | 0.146 | 0.138 | 0.160 | 0.092 | 0.139 | 0.062 | 0.210 | 0.000 | 0.000 | 0.102 | 0.141 | 0.256 | 0.112 | 0.075 | 0.154 | 0.035 | 0.000 | 0.117 | 0.073 | 0.105 | 0.186 | 0.044 | 0.117 | 0.458 | 1.000 | 0.113 | 0.000 | 0.123 | 0.000 | 0.160 | 0.081 |
| SalePrice | 0.575 | 0.294 | 0.088 | 0.123 | 0.206 | 0.302 | -0.039 | 0.207 | 0.051 | 0.140 | 0.049 | 0.455 | 0.185 | 0.418 | 0.065 | 0.000 | 0.135 | 0.105 | 0.476 | 0.164 | 0.175 | 0.258 | 0.416 | 0.731 | 0.208 | 0.081 | 0.238 | 0.129 | 0.096 | 0.046 | 0.456 | 0.087 | 0.409 | 0.197 | -0.068 | 0.007 | 0.206 | 0.421 | 0.319 | -0.129 | 0.810 | 0.121 | 0.113 | 1.000 | 0.000 | 0.603 | 0.000 | 0.653 | 0.571 |
| Street | 0.000 | 0.000 | 0.112 | 0.000 | 0.090 | 0.019 | 0.049 | 0.000 | 0.107 | 0.091 | 0.000 | 0.000 | 0.000 | 0.040 | 0.165 | 0.000 | 0.000 | 0.000 | 0.321 | 0.000 | 0.000 | 0.044 | 0.022 | 0.000 | 0.000 | 0.000 | 0.018 | 0.019 | 0.114 | 0.176 | 0.290 | 0.000 | 0.113 | 0.034 | 0.000 | 0.103 | 0.249 | 0.000 | 0.199 | 0.068 | 0.073 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.110 |
| TotalBsmtSF | 0.829 | -0.286 | 0.120 | 0.035 | 0.188 | 0.410 | 0.070 | 0.132 | 0.024 | 0.204 | 0.000 | 0.293 | 0.329 | 0.223 | 0.083 | 0.144 | 0.064 | 0.038 | 0.319 | 0.134 | 0.144 | 0.233 | 0.236 | 0.371 | 0.097 | 0.073 | 0.140 | 0.164 | 0.106 | 0.000 | 0.366 | 0.029 | 0.386 | 0.200 | -0.081 | -0.319 | 0.119 | 0.360 | 0.237 | -0.217 | 0.460 | 0.424 | 0.123 | 0.603 | 0.000 | 1.000 | 0.000 | 0.427 | 0.299 |
| Utilities | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.184 | 0.000 | 0.120 | 0.000 | 0.102 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.085 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.100 | 0.000 | 0.000 | 0.000 | 0.085 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.170 | 0.096 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.079 |
| YearBuilt | 0.293 | 0.030 | 0.250 | 0.180 | 0.178 | 0.190 | -0.112 | 0.351 | 0.133 | 0.144 | 0.089 | 0.516 | 0.139 | 0.438 | 0.120 | 0.162 | 0.188 | 0.189 | 0.435 | 0.335 | 0.326 | 0.502 | 0.351 | 0.288 | 0.227 | 0.171 | 0.336 | 0.291 | 0.160 | 0.098 | 0.103 | 0.105 | 0.195 | 0.174 | -0.146 | 0.036 | 0.295 | 0.402 | 0.480 | -0.417 | 0.647 | 0.071 | 0.160 | 0.653 | 0.000 | 0.427 | 0.000 | 1.000 | 0.684 |
| YearRemodAdd | 0.240 | 0.073 | 0.195 | 0.109 | 0.151 | 0.063 | -0.126 | 0.263 | 0.113 | 0.122 | 0.077 | 0.392 | 0.177 | 0.378 | 0.080 | 0.000 | 0.221 | 0.099 | 0.389 | 0.285 | 0.277 | 0.322 | 0.270 | 0.282 | 0.200 | 0.083 | 0.328 | 0.200 | 0.130 | 0.083 | 0.075 | 0.086 | 0.117 | 0.139 | -0.065 | 0.007 | 0.202 | 0.234 | 0.388 | -0.041 | 0.558 | 0.040 | 0.081 | 0.571 | 0.110 | 0.299 | 0.079 | 0.684 | 1.000 |
Missing values
Sample
| SalePrice | MSSubClass | MSZoning | LotFrontage | LotArea | Street | LotShape | LandContour | Utilities | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | OverallQual | OverallCond | YearBuilt | YearRemodAdd | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | Heating | HeatingQC | CentralAir | Electrical | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 208500 | 60 | RL | 65.0 | 8450 | Pave | Reg | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 1Fam | 2Story | 7 | 5 | 2003 | 2003 | Gable | CompShg | VinylSd | VinylSd | 196.0 | Gd | TA | PConc | Gd | TA | No | GLQ | 706 | Unf | 0 | 150 | 856 | GasA | Ex | Y | SBrkr | 856 | 854 | 0 | 1710 | 1 | 0 | 2 | 1 |
| 1 | 181500 | 20 | RL | 80.0 | 9600 | Pave | Reg | Lvl | AllPub | FR2 | Gtl | Veenker | Feedr | Norm | 1Fam | 1Story | 6 | 8 | 1976 | 1976 | Gable | CompShg | MetalSd | MetalSd | 0.0 | TA | TA | CBlock | Gd | TA | Gd | ALQ | 978 | Unf | 0 | 284 | 1262 | GasA | Ex | Y | SBrkr | 1262 | 0 | 0 | 1262 | 0 | 1 | 2 | 0 |
| 2 | 223500 | 60 | RL | 68.0 | 11250 | Pave | IR1 | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 1Fam | 2Story | 7 | 5 | 2001 | 2002 | Gable | CompShg | VinylSd | VinylSd | 162.0 | Gd | TA | PConc | Gd | TA | Mn | GLQ | 486 | Unf | 0 | 434 | 920 | GasA | Ex | Y | SBrkr | 920 | 866 | 0 | 1786 | 1 | 0 | 2 | 1 |
| 3 | 140000 | 70 | RL | 60.0 | 9550 | Pave | IR1 | Lvl | AllPub | Corner | Gtl | Crawfor | Norm | Norm | 1Fam | 2Story | 7 | 5 | 1915 | 1970 | Gable | CompShg | Wd Sdng | Wd Shng | 0.0 | TA | TA | BrkTil | TA | Gd | No | ALQ | 216 | Unf | 0 | 540 | 756 | GasA | Gd | Y | SBrkr | 961 | 756 | 0 | 1717 | 1 | 0 | 1 | 0 |
| 4 | 250000 | 60 | RL | 84.0 | 14260 | Pave | IR1 | Lvl | AllPub | FR2 | Gtl | NoRidge | Norm | Norm | 1Fam | 2Story | 8 | 5 | 2000 | 2000 | Gable | CompShg | VinylSd | VinylSd | 350.0 | Gd | TA | PConc | Gd | TA | Av | GLQ | 655 | Unf | 0 | 490 | 1145 | GasA | Ex | Y | SBrkr | 1145 | 1053 | 0 | 2198 | 1 | 0 | 2 | 1 |
| 5 | 143000 | 50 | RL | 85.0 | 14115 | Pave | IR1 | Lvl | AllPub | Inside | Gtl | Mitchel | Norm | Norm | 1Fam | 1.5Fin | 5 | 5 | 1993 | 1995 | Gable | CompShg | VinylSd | VinylSd | 0.0 | TA | TA | Wood | Gd | TA | No | GLQ | 732 | Unf | 0 | 64 | 796 | GasA | Ex | Y | SBrkr | 796 | 566 | 0 | 1362 | 1 | 0 | 1 | 1 |
| 6 | 307000 | 20 | RL | 75.0 | 10084 | Pave | Reg | Lvl | AllPub | Inside | Gtl | Somerst | Norm | Norm | 1Fam | 1Story | 8 | 5 | 2004 | 2005 | Gable | CompShg | VinylSd | VinylSd | 186.0 | Gd | TA | PConc | Ex | TA | Av | GLQ | 1369 | Unf | 0 | 317 | 1686 | GasA | Ex | Y | SBrkr | 1694 | 0 | 0 | 1694 | 1 | 0 | 2 | 0 |
| 7 | 200000 | 60 | RL | NaN | 10382 | Pave | IR1 | Lvl | AllPub | Corner | Gtl | NWAmes | PosN | Norm | 1Fam | 2Story | 7 | 6 | 1973 | 1973 | Gable | CompShg | HdBoard | HdBoard | 240.0 | TA | TA | CBlock | Gd | TA | Mn | ALQ | 859 | BLQ | 32 | 216 | 1107 | GasA | Ex | Y | SBrkr | 1107 | 983 | 0 | 2090 | 1 | 0 | 2 | 1 |
| 8 | 129900 | 50 | RM | 51.0 | 6120 | Pave | Reg | Lvl | AllPub | Inside | Gtl | OldTown | Artery | Norm | 1Fam | 1.5Fin | 7 | 5 | 1931 | 1950 | Gable | CompShg | BrkFace | Wd Shng | 0.0 | TA | TA | BrkTil | TA | TA | No | Unf | 0 | Unf | 0 | 952 | 952 | GasA | Gd | Y | FuseF | 1022 | 752 | 0 | 1774 | 0 | 0 | 2 | 0 |
| 9 | 118000 | 190 | RL | 50.0 | 7420 | Pave | Reg | Lvl | AllPub | Corner | Gtl | BrkSide | Artery | Artery | 2fmCon | 1.5Unf | 5 | 6 | 1939 | 1950 | Gable | CompShg | MetalSd | MetalSd | 0.0 | TA | TA | BrkTil | TA | TA | No | GLQ | 851 | Unf | 0 | 140 | 991 | GasA | Ex | Y | SBrkr | 1077 | 0 | 0 | 1077 | 1 | 0 | 1 | 0 |
| SalePrice | MSSubClass | MSZoning | LotFrontage | LotArea | Street | LotShape | LandContour | Utilities | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | OverallQual | OverallCond | YearBuilt | YearRemodAdd | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | Heating | HeatingQC | CentralAir | Electrical | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1450 | 136000 | 90 | RL | 60.0 | 9000 | Pave | Reg | Lvl | AllPub | FR2 | Gtl | NAmes | Norm | Norm | Duplex | 2Story | 5 | 5 | 1974 | 1974 | Gable | CompShg | VinylSd | VinylSd | 0.0 | TA | TA | CBlock | Gd | TA | No | Unf | 0 | Unf | 0 | 896 | 896 | GasA | TA | Y | SBrkr | 896 | 896 | 0 | 1792 | 0 | 0 | 2 | 2 |
| 1451 | 287090 | 20 | RL | 78.0 | 9262 | Pave | Reg | Lvl | AllPub | Inside | Gtl | Somerst | Norm | Norm | 1Fam | 1Story | 8 | 5 | 2008 | 2009 | Gable | CompShg | CemntBd | CmentBd | 194.0 | Gd | TA | PConc | Gd | TA | No | Unf | 0 | Unf | 0 | 1573 | 1573 | GasA | Ex | Y | SBrkr | 1578 | 0 | 0 | 1578 | 0 | 0 | 2 | 0 |
| 1452 | 145000 | 180 | RM | 35.0 | 3675 | Pave | Reg | Lvl | AllPub | Inside | Gtl | Edwards | Norm | Norm | TwnhsE | SLvl | 5 | 5 | 2005 | 2005 | Gable | CompShg | VinylSd | VinylSd | 80.0 | TA | TA | PConc | Gd | TA | Gd | GLQ | 547 | Unf | 0 | 0 | 547 | GasA | Gd | Y | SBrkr | 1072 | 0 | 0 | 1072 | 1 | 0 | 1 | 0 |
| 1453 | 84500 | 20 | RL | 90.0 | 17217 | Pave | Reg | Lvl | AllPub | Inside | Gtl | Mitchel | Norm | Norm | 1Fam | 1Story | 5 | 5 | 2006 | 2006 | Gable | CompShg | VinylSd | VinylSd | 0.0 | TA | TA | PConc | Gd | TA | No | Unf | 0 | Unf | 0 | 1140 | 1140 | GasA | Ex | Y | SBrkr | 1140 | 0 | 0 | 1140 | 0 | 0 | 1 | 0 |
| 1454 | 185000 | 20 | FV | 62.0 | 7500 | Pave | Reg | Lvl | AllPub | Inside | Gtl | Somerst | Norm | Norm | 1Fam | 1Story | 7 | 5 | 2004 | 2005 | Gable | CompShg | VinylSd | VinylSd | 0.0 | Gd | TA | PConc | Gd | TA | No | GLQ | 410 | Unf | 0 | 811 | 1221 | GasA | Ex | Y | SBrkr | 1221 | 0 | 0 | 1221 | 1 | 0 | 2 | 0 |
| 1455 | 175000 | 60 | RL | 62.0 | 7917 | Pave | Reg | Lvl | AllPub | Inside | Gtl | Gilbert | Norm | Norm | 1Fam | 2Story | 6 | 5 | 1999 | 2000 | Gable | CompShg | VinylSd | VinylSd | 0.0 | TA | TA | PConc | Gd | TA | No | Unf | 0 | Unf | 0 | 953 | 953 | GasA | Ex | Y | SBrkr | 953 | 694 | 0 | 1647 | 0 | 0 | 2 | 1 |
| 1456 | 210000 | 20 | RL | 85.0 | 13175 | Pave | Reg | Lvl | AllPub | Inside | Gtl | NWAmes | Norm | Norm | 1Fam | 1Story | 6 | 6 | 1978 | 1988 | Gable | CompShg | Plywood | Plywood | 119.0 | TA | TA | CBlock | Gd | TA | No | ALQ | 790 | Rec | 163 | 589 | 1542 | GasA | TA | Y | SBrkr | 2073 | 0 | 0 | 2073 | 1 | 0 | 2 | 0 |
| 1457 | 266500 | 70 | RL | 66.0 | 9042 | Pave | Reg | Lvl | AllPub | Inside | Gtl | Crawfor | Norm | Norm | 1Fam | 2Story | 7 | 9 | 1941 | 2006 | Gable | CompShg | CemntBd | CmentBd | 0.0 | Ex | Gd | Stone | TA | Gd | No | GLQ | 275 | Unf | 0 | 877 | 1152 | GasA | Ex | Y | SBrkr | 1188 | 1152 | 0 | 2340 | 0 | 0 | 2 | 0 |
| 1458 | 142125 | 20 | RL | 68.0 | 9717 | Pave | Reg | Lvl | AllPub | Inside | Gtl | NAmes | Norm | Norm | 1Fam | 1Story | 5 | 6 | 1950 | 1996 | Hip | CompShg | MetalSd | MetalSd | 0.0 | TA | TA | CBlock | TA | TA | Mn | GLQ | 49 | Rec | 1029 | 0 | 1078 | GasA | Gd | Y | FuseA | 1078 | 0 | 0 | 1078 | 1 | 0 | 1 | 0 |
| 1459 | 147500 | 20 | RL | 75.0 | 9937 | Pave | Reg | Lvl | AllPub | Inside | Gtl | Edwards | Norm | Norm | 1Fam | 1Story | 5 | 6 | 1965 | 1965 | Gable | CompShg | HdBoard | HdBoard | 0.0 | Gd | TA | CBlock | TA | TA | No | BLQ | 830 | LwQ | 290 | 136 | 1256 | GasA | Gd | Y | SBrkr | 1256 | 0 | 0 | 1256 | 1 | 0 | 1 | 1 |